list | grep "spot[RiverPython]" pip
spotPython 0.2.50
spotRiver 0.0.94
Note: you may need to restart the kernel to use updated packages.
In this tutorial, we will show how spotPython
can be integrated into the PyTorch
training workflow for regreession tasks.
This document refers to the following software versions:
python
: 3.10.10torch
: 2.0.1torchvision
: 0.15.0list | grep "spot[RiverPython]" pip
spotPython 0.2.50
spotRiver 0.0.94
Note: you may need to restart the kernel to use updated packages.
spotPython
can be installed via pip. Alternatively, the source code can be downloaded from gitHub: https://github.com/sequential-parameter-optimization/spotPython.
!pip install spotPython
spotPython
from gitHub.# import sys
# !{sys.executable} -m pip install --upgrade build
# !{sys.executable} -m pip install --upgrade --force-reinstall spotPython
Before we consider the detailed experimental setup, we select the parameters that affect run time, initial design size and the device that is used.
DEVICE
."cpu"
is preferred (on Mac)."cuda:0"
instead.None
, spotPython
will automatically select the device.
"mps"
on Macs, which is not the best choice for simple neural nets.= 1
MAX_TIME = 5
INIT_SIZE = "cpu" # "cuda:0" DEVICE
from spotPython.utils.device import getDevice
= getDevice(DEVICE)
DEVICE print(DEVICE)
cpu
import os
import copy
import socket
from datetime import datetime
from dateutil.tz import tzlocal
= datetime.now(tzlocal())
start_time = socket.gethostname().split(".")[0]
HOSTNAME = '24-torch' + "_" + HOSTNAME + "_" + str(MAX_TIME) + "min_" + str(INIT_SIZE) + "init_" + str(start_time).split(".", 1)[0].replace(' ', '_')
experiment_name = experiment_name.replace(':', '-')
experiment_name print(experiment_name)
if not os.path.exists('./figures'):
'./figures') os.makedirs(
24-torch_maans03_1min_5init_2023-06-28_04-22-10
fun_control
Dictionarytensorboard_path
to None
if you are working under Windows.spotPython
uses a Python dictionary for storing the information required for the hyperparameter tuning process, which was described in Section 14.2.
from spotPython.utils.init import fun_control_init
= fun_control_init(task="regression",
fun_control ="runs/24_spot_torch_regression",
tensorboard_path=DEVICE) device
# Create dataset
import pandas as pd
import numpy as np
from sklearn import datasets as sklearn_datasets
from sklearn.preprocessing import MinMaxScaler
from sklearn.model_selection import train_test_split
= sklearn_datasets.make_regression(
X, y =1000, n_features=10, noise=1, random_state=123)
n_samples= y.reshape(-1, 1)
y
# Normalize the data
= MinMaxScaler()
X_scaler = X_scaler.fit_transform(X)
X_scaled = MinMaxScaler()
y_scaler = y_scaler.fit_transform(y)
y_scaled
# combine the features and target into a single dataframe named train_df
= pd.DataFrame(np.hstack((X_scaled, y_scaled)))
train_df
= "y"
target_column = train_df.shape[0]
n_samples = train_df.shape[1] - 1
n_features = [f"x{i}" for i in range(1, n_features+1)] + [target_column]
train_df.columns = train_test_split(train_df.drop(target_column,
X_train, X_test, y_train, y_test =1),
axis
train_df[target_column],=42,
random_state=0.25)
test_size= pd.DataFrame(np.hstack((X_train, np.array(y_train).reshape(-1, 1))))
trainset = pd.DataFrame(np.hstack((X_test, np.array(y_test).reshape(-1, 1))))
testset = [f"x{i}" for i in range(1, n_features+1)] + [target_column]
trainset.columns = [f"x{i}" for i in range(1, n_features+1)] + [target_column]
testset.columns print(train_df.shape)
print(trainset.shape)
print(testset.shape)
(1000, 11)
(750, 11)
(250, 11)
import torch
from spotPython.torch.dataframedataset import DataFrameDataset
= torch.float32
dtype_x = torch.float32
dtype_y = DataFrameDataset(train_df, target_column=target_column,
train_df =dtype_x, dtype_y=dtype_y)
dtype_x= DataFrameDataset(trainset, target_column=target_column,
train =dtype_x, dtype_y=dtype_y)
dtype_x= DataFrameDataset(testset, target_column=target_column,
test =dtype_x, dtype_y=dtype_y)
dtype_x= len(train) n_samples
from spotPython.torch.traintest import create_train_val_data_loaders
= create_train_val_data_loaders(train, 2, True, 0)
trainloader, testloader for i, data in enumerate(trainloader, 0):
= data
inputs, labels print(inputs.shape)
print(labels.shape)
print(inputs)
print(labels)
break
torch.Size([2, 10])
torch.Size([2])
tensor([[0.3155, 0.6065, 0.3707, 0.4169, 0.3334, 0.7090, 0.4231, 0.7365, 0.5904,
0.5225],
[0.4784, 0.3794, 0.7014, 0.5763, 0.3840, 0.6080, 0.4512, 0.5228, 0.8908,
0.5452]])
tensor([0.5717, 0.5226])
fun_control
dictionary:# add the dataset to the fun_control
"data": train_df, # full dataset,
fun_control.update({"train": train,
"test": test,
"n_samples": n_samples,
"target_column": target_column,})
After the training and test data are specified and added to the fun_control
dictionary, spotPython
allows the specification of a data preprocessing pipeline, e.g., for the scaling of the data or for the one-hot encoding of categorical variables, see Section 14.4. This feature is not used here, so we do not change the default value (which is None
).
algorithm
) and core_model_hyper_dict
spotPython
includes the Net_lin_reg
class which is implemented in the file netregression.py
.
This class inherits from the class Net_Core
which is implemented in the file netcore.py
, see Section 14.5.1.
from torch import nn
import spotPython.torch.netcore as netcore
class Net_lin_reg(netcore.Net_Core):
def __init__(
self, _L_in, _L_out, l1, dropout_prob, lr_mult,
batch_size, epochs, k_folds, patience, optimizer,
sgd_momentum
):
super(Net_lin_reg, self).__init__(
lr_mult=lr_mult,
batch_size=batch_size,
epochs=epochs,
k_folds=k_folds,
patience=patience,
optimizer=optimizer,
sgd_momentum=sgd_momentum,
)
l2 = max(l1 // 2, 4)
self.fc1 = nn.Linear(_L_in, l1)
self.fc2 = nn.Linear(l1, l2)
self.fc3 = nn.Linear(l2, _L_out)
self.relu = nn.ReLU()
self.softmax = nn.Softmax(dim=1)
self.dropout1 = nn.Dropout(p=dropout_prob)
self.dropout2 = nn.Dropout(p=dropout_prob / 2)
def forward(self, x):
x = self.fc1(x)
x = self.relu(x)
x = self.dropout1(x)
x = self.fc2(x)
x = self.relu(x)
x = self.dropout2(x)
x = self.fc3(x)
return x
Net_Core
classNet_lin_reg
inherits from the class Net_Core
which is implemented in the file netcore.py
. This class was described in Section 14.5.1.
from spotPython.torch.netregression import Net_lin_reg
from spotPython.data.torch_hyper_dict import TorchHyperDict
from spotPython.hyperparameters.values import add_core_model_to_fun_control
= add_core_model_to_fun_control(core_model=Net_lin_reg,
fun_control =fun_control,
fun_control=TorchHyperDict,
hyper_dict=None) filename
hyper_dict
Hyperparameters for the Selected AlgorithmspotPython
uses JSON
files for the specification of the hyperparameters, which were described in Section 14.5.5.
The corresponding entries for the core_model
class are shown below.
'core_model_hyper_dict'] fun_control[
{'_L_in': {'type': 'int',
'default': 10,
'transform': 'None',
'lower': 10,
'upper': 10},
'_L_out': {'type': 'int',
'default': 1,
'transform': 'None',
'lower': 1,
'upper': 1},
'l1': {'type': 'int',
'default': 3,
'transform': 'transform_power_2_int',
'lower': 3,
'upper': 8},
'dropout_prob': {'type': 'float',
'default': 0.01,
'transform': 'None',
'lower': 0.0,
'upper': 0.9},
'lr_mult': {'type': 'float',
'default': 1.0,
'transform': 'None',
'lower': 0.1,
'upper': 10.0},
'batch_size': {'type': 'int',
'default': 4,
'transform': 'transform_power_2_int',
'lower': 1,
'upper': 4},
'epochs': {'type': 'int',
'default': 4,
'transform': 'transform_power_2_int',
'lower': 4,
'upper': 9},
'k_folds': {'type': 'int',
'default': 1,
'transform': 'None',
'lower': 1,
'upper': 1},
'patience': {'type': 'int',
'default': 2,
'transform': 'transform_power_2_int',
'lower': 1,
'upper': 5},
'optimizer': {'levels': ['Adadelta',
'Adagrad',
'Adam',
'AdamW',
'SparseAdam',
'Adamax',
'ASGD',
'NAdam',
'RAdam',
'RMSprop',
'Rprop',
'SGD'],
'type': 'factor',
'default': 'SGD',
'transform': 'None',
'class_name': 'torch.optim',
'core_model_parameter_type': 'str',
'lower': 0,
'upper': 12},
'sgd_momentum': {'type': 'float',
'default': 0.0,
'transform': 'None',
'lower': 0.0,
'upper': 1.0}}
hyper_dict
Hyperparameters for the Selected Algorithm aka core_model
spotPython
provides functions for modifying the hyperparameters, their bounds and factors as well as for activating and de-activating hyperparameters without re-compilation of the Python source code. These functions were described in Section 14.6.
hyper_dict
Hyperparameters for the Selected Algorithm aka core_model
from spotPython.hyperparameters.values import modify_hyper_parameter_bounds
= modify_hyper_parameter_bounds(fun_control, "epochs", bounds=[2, 16])
fun_control = modify_hyper_parameter_bounds(fun_control, "patience", bounds=[3, 7]) fun_control
from spotPython.hyperparameters.values import modify_hyper_parameter_levels
= modify_hyper_parameter_levels(fun_control, "optimizer",
fun_control "Adadelta", "Adagrad", "Adam", "AdamW", "Adamax", "ASGD", "NAdam"])
[
fun_control.update({"_L_in": n_features,
"_L_out": 1,})
Optimizers are described in Section 14.6.1.
The evaluation procedure requires the specification of two elements:
The key "loss_function"
specifies the loss function which is used during the optimization, see Section 14.7.5.
We will use MSE loss for the regression task.
from torch.nn import MSELoss
= MSELoss()
loss_torch "loss_function": loss_torch}) fun_control.update({
from torchmetrics import MeanAbsoluteError
= MeanAbsoluteError().to(fun_control["device"])
metric_torch "metric_torch": metric_torch}) fun_control.update({
The following code passes the information about the parameter ranges and bounds to spot
.
# extract the variable types, names, and bounds
from spotPython.hyperparameters.values import (get_bound_values,
get_var_name,
get_var_type,)= get_var_type(fun_control)
var_type = get_var_name(fun_control)
var_name "var_type": var_type,
fun_control.update({"var_name": var_name})
= get_bound_values(fun_control, "lower")
lower = get_bound_values(fun_control, "upper") upper
from spotPython.utils.eda import gen_design_table
print(gen_design_table(fun_control))
| name | type | default | lower | upper | transform |
|--------------|--------|-----------|---------|---------|-----------------------|
| _L_in | int | 10 | 10 | 10 | None |
| _L_out | int | 1 | 1 | 1 | None |
| l1 | int | 3 | 3 | 8 | transform_power_2_int |
| dropout_prob | float | 0.01 | 0 | 0.9 | None |
| lr_mult | float | 1.0 | 0.1 | 10 | None |
| batch_size | int | 4 | 1 | 4 | transform_power_2_int |
| epochs | int | 4 | 2 | 16 | transform_power_2_int |
| k_folds | int | 1 | 1 | 1 | None |
| patience | int | 2 | 3 | 7 | transform_power_2_int |
| optimizer | factor | SGD | 0 | 6 | None |
| sgd_momentum | float | 0.0 | 0 | 1 | None |
fun_torch
The objective function fun_torch
is selected next. It implements an interface from PyTorch
’s training, validation, and testing methods to spotPython
.
from spotPython.fun.hypertorch import HyperTorch
= HyperTorch().fun_torch fun
from spotPython.hyperparameters.values import get_default_hyperparameters_as_array
=TorchHyperDict().load()
hyper_dict= get_default_hyperparameters_as_array(fun_control, hyper_dict) X_start
The spotPython
hyperparameter tuning is started by calling the Spot
function as described in Section 14.8.4.
from spotPython.spot import spot
from math import inf
= spot.Spot(fun=fun,
spot_tuner = lower,
lower = upper,
upper = inf,
fun_evals = 1,
fun_repeats = MAX_TIME,
max_time = False,
noise = np.sqrt(np.spacing(1)),
tolerance_x = var_type,
var_type = var_name,
var_name = "y",
infill_criterion = 1,
n_points =123,
seed= 50,
log_level = False,
show_models= True,
show_progress= fun_control,
fun_control ={"init_size": INIT_SIZE,
design_control"repeats": 1},
={"noise": True,
surrogate_control"cod_type": "norm",
"min_theta": -4,
"max_theta": 3,
"n_theta": len(var_name),
"model_fun_evals": 10_000,
"log_level": 50
})=X_start) spot_tuner.run(X_start
config: {'_L_in': 10, '_L_out': 1, 'l1': 64, 'dropout_prob': 0.7103122166156, 'lr_mult': 3.62368745191023, 'batch_size': 8, 'epochs': 128, 'k_folds': 1, 'patience': 16, 'optimizer': 'Adam', 'sgd_momentum': 0.5446851204405787}
Epoch: 1 | MeanAbsoluteError: 0.2039379924535751 | Loss: 0.0651115601588237 | Epoch: 2 | MeanAbsoluteError: 0.1767044663429260 | Loss: 0.0470499819340675 | Epoch: 3 |
MeanAbsoluteError: 0.1620440036058426 | Loss: 0.0406880484844901 | Epoch: 4 | MeanAbsoluteError: 0.1465133577585220 | Loss: 0.0327078353086683 | Epoch: 5 | MeanAbsoluteError: 0.1473990678787231 | Loss: 0.0325913693461763 | Epoch: 6 | MeanAbsoluteError: 0.1477124840021133 | Loss: 0.0348307829913928 | Epoch: 7 |
MeanAbsoluteError: 0.1388593465089798 | Loss: 0.0304127819591055 | Epoch: 8 | MeanAbsoluteError: 0.1380051076412201 | Loss: 0.0292197934008743 | Epoch: 9 | MeanAbsoluteError: 0.1329804211854935 | Loss: 0.0277498348763115 | Epoch: 10 | MeanAbsoluteError: 0.1365214139223099 | Loss: 0.0305306835002021 | Epoch: 11 |
MeanAbsoluteError: 0.1215601116418839 | Loss: 0.0234468719480853 | Epoch: 12 | MeanAbsoluteError: 0.1284227222204208 | Loss: 0.0260808660379170 | Epoch: 13 | MeanAbsoluteError: 0.1351587027311325 | Loss: 0.0282939883733266 | Epoch: 14 | MeanAbsoluteError: 0.1291095167398453 | Loss: 0.0260214255019826 | Epoch: 15 |
MeanAbsoluteError: 0.1134317144751549 | Loss: 0.0205320634352239 | Epoch: 16 | MeanAbsoluteError: 0.1155797541141510 | Loss: 0.0214307874833283 | Epoch: 17 | MeanAbsoluteError: 0.1163521558046341 | Loss: 0.0210927399549339 | Epoch: 18 | MeanAbsoluteError: 0.1179060488939285 | Loss: 0.0220890734344721 | Epoch: 19 |
MeanAbsoluteError: 0.1200031787157059 | Loss: 0.0227700594788123 | Epoch: 20 | MeanAbsoluteError: 0.1202970743179321 | Loss: 0.0218182273307129 | Epoch: 21 | MeanAbsoluteError: 0.1175114065408707 | Loss: 0.0213017875855593 | Epoch: 22 | MeanAbsoluteError: 0.1137538775801659 | Loss: 0.0199538474461358 | Epoch: 23 |
MeanAbsoluteError: 0.1056108549237251 | Loss: 0.0179119481717383 | Epoch: 24 | MeanAbsoluteError: 0.1154386773705482 | Loss: 0.0199114227373349 | Epoch: 25 | MeanAbsoluteError: 0.1026468575000763 | Loss: 0.0171343116947499 | Epoch: 26 | MeanAbsoluteError: 0.1279029846191406 | Loss: 0.0246763175819069 | Epoch: 27 |
MeanAbsoluteError: 0.1016558706760406 | Loss: 0.0170920102146307 | Epoch: 28 | MeanAbsoluteError: 0.0984223857522011 | Loss: 0.0150153057061528 | Epoch: 29 | MeanAbsoluteError: 0.1023813262581825 | Loss: 0.0161468921425311 | Epoch: 30 | MeanAbsoluteError: 0.0907443910837173 | Loss: 0.0141862089819226 | Epoch: 31 |
MeanAbsoluteError: 0.0957550108432770 | Loss: 0.0164538792236463 | Epoch: 32 | MeanAbsoluteError: 0.0939725339412689 | Loss: 0.0147865572209029 | Epoch: 33 | MeanAbsoluteError: 0.0940778106451035 | Loss: 0.0148354842891230 | Epoch: 34 | MeanAbsoluteError: 0.0889420285820961 | Loss: 0.0130552607588470 | Epoch: 35 |
MeanAbsoluteError: 0.0900059342384338 | Loss: 0.0137241720589564 | Epoch: 36 | MeanAbsoluteError: 0.0897719487547874 | Loss: 0.0131742794765159 | Epoch: 37 | MeanAbsoluteError: 0.0882063359022141 | Loss: 0.0127719902390565 | Epoch: 38 | MeanAbsoluteError: 0.0860841348767281 | Loss: 0.0126436544569993 | Epoch: 39 |
MeanAbsoluteError: 0.0922655314207077 | Loss: 0.0145925906437792 | Epoch: 40 | MeanAbsoluteError: 0.0949865207076073 | Loss: 0.0146264424179926 | Epoch: 41 | MeanAbsoluteError: 0.0838512480258942 | Loss: 0.0123768227609904 | Epoch: 42 | MeanAbsoluteError: 0.0826744362711906 | Loss: 0.0111953310153790 | Epoch: 43 |
MeanAbsoluteError: 0.0818504244089127 | Loss: 0.0123963381751980 | Epoch: 44 | MeanAbsoluteError: 0.0961625277996063 | Loss: 0.0141663695195396 | Epoch: 45 | MeanAbsoluteError: 0.0908778756856918 | Loss: 0.0149765169358273 | Epoch: 46 | MeanAbsoluteError: 0.0847114771604538 | Loss: 0.0126292228784510 | Epoch: 47 |
MeanAbsoluteError: 0.0860272347927094 | Loss: 0.0134428481963512 | Epoch: 48 | MeanAbsoluteError: 0.0732816532254219 | Loss: 0.0094434167289077 | Epoch: 49 | MeanAbsoluteError: 0.0842339470982552 | Loss: 0.0124017173595923 | Epoch: 50 | MeanAbsoluteError: 0.0814987272024155 | Loss: 0.0108845747982789 | Epoch: 51 |
MeanAbsoluteError: 0.0938208252191544 | Loss: 0.0156861975678782 | Epoch: 52 | MeanAbsoluteError: 0.0880927965044975 | Loss: 0.0136299664154649 | Epoch: 53 | MeanAbsoluteError: 0.0891034230589867 | Loss: 0.0141755179747155 | Epoch: 54 | MeanAbsoluteError: 0.0860426053404808 | Loss: 0.0131161971091244 | Epoch: 55 |
MeanAbsoluteError: 0.0816535577178001 | Loss: 0.0119751108975738 | Epoch: 56 | MeanAbsoluteError: 0.0874154344201088 | Loss: 0.0142062472510397 | Epoch: 57 | MeanAbsoluteError: 0.0944045856595039 | Loss: 0.0145814335954032 | Epoch: 58 | MeanAbsoluteError: 0.0845059603452682 | Loss: 0.0125228414912463 | Epoch: 59 |
MeanAbsoluteError: 0.0823366641998291 | Loss: 0.0122528826009090 | Epoch: 60 | MeanAbsoluteError: 0.0890166684985161 | Loss: 0.0145609944470619 | Epoch: 61 | MeanAbsoluteError: 0.0796255469322205 | Loss: 0.0108279051246906 | Epoch: 62 | MeanAbsoluteError: 0.0810501426458359 | Loss: 0.0122793627608764 | Epoch: 63 |
MeanAbsoluteError: 0.0848743170499802 | Loss: 0.0125216238605055 | Epoch: 64 | MeanAbsoluteError: 0.0870588719844818 | Loss: 0.0134136206715515 | Early stopping at epoch 63
Returned to Spot: Validation loss: 0.013413620671551479
config: {'_L_in': 10, '_L_out': 1, 'l1': 32, 'dropout_prob': 0.19981931523998656, 'lr_mult': 7.004318498645526, 'batch_size': 16, 'epochs': 2048, 'k_folds': 1, 'patience': 32, 'optimizer': 'Adadelta', 'sgd_momentum': 0.07401195908206384}
Epoch: 1 | MeanAbsoluteError: 0.2279668152332306 | Loss: 0.0730608895813164 | Epoch: 2 | MeanAbsoluteError: 0.1943579614162445 | Loss: 0.0530797280371189 | Epoch: 3 | MeanAbsoluteError: 0.1783196032047272 | Loss: 0.0457427435015377 | Epoch: 4 | MeanAbsoluteError: 0.1455443054437637 | Loss: 0.0317246500206621 | Epoch: 5 |
MeanAbsoluteError: 0.1782627105712891 | Loss: 0.0448358628506723 | Epoch: 6 | MeanAbsoluteError: 0.1870051324367523 | Loss: 0.0472179617928831 | Epoch: 7 | MeanAbsoluteError: 0.2745476663112640 | Loss: 0.0904999112612323 | Epoch: 8 | MeanAbsoluteError: 0.1959953904151917 | Loss: 0.0490562072709987 | Epoch: 9 | MeanAbsoluteError: 0.1801746636629105 | Loss: 0.0422604796721747 | Epoch: 10 | MeanAbsoluteError: 0.2088561207056046 | Loss: 0.0551059087248225 | Epoch: 11 | MeanAbsoluteError: 0.1442996859550476 | Loss: 0.0282283556206446 | Epoch: 12 |
MeanAbsoluteError: 0.1498247087001801 | Loss: 0.0299407016780031 | Epoch: 13 | MeanAbsoluteError: 0.1607764214277267 | Loss: 0.0326588000906141 | Epoch: 14 | MeanAbsoluteError: 0.1875439584255219 | Loss: 0.0419628513290694 | Epoch: 15 | MeanAbsoluteError: 0.1274394094944000 | Loss: 0.0216788800531312 | Epoch: 16 | MeanAbsoluteError: 0.1229052320122719 | Loss: 0.0199363566444893 | Epoch: 17 | MeanAbsoluteError: 0.1134651973843575 | Loss: 0.0173077334306742 | Epoch: 18 | MeanAbsoluteError: 0.0810273140668869 | Loss: 0.0094888016434484 | Epoch: 19 |
MeanAbsoluteError: 0.1389012336730957 | Loss: 0.0239202830156213 | Epoch: 20 | MeanAbsoluteError: 0.1607699543237686 | Loss: 0.0311916392100485 | Epoch: 21 | MeanAbsoluteError: 0.0588547848165035 | Loss: 0.0051995561164069 | Epoch: 22 | MeanAbsoluteError: 0.0997065752744675 | Loss: 0.0128893694399219 | Epoch: 23 | MeanAbsoluteError: 0.1351020783185959 | Loss: 0.0222132669173573 | Epoch: 24 | MeanAbsoluteError: 0.1663973629474640 | Loss: 0.0332004446536303 | Epoch: 25 | MeanAbsoluteError: 0.1216233298182487 | Loss: 0.0189505720903215 | Epoch: 26 |
MeanAbsoluteError: 0.0909788161516190 | Loss: 0.0114744643827802 | Epoch: 27 | MeanAbsoluteError: 0.1365180164575577 | Loss: 0.0227311748619142 | Epoch: 28 | MeanAbsoluteError: 0.0865994989871979 | Loss: 0.0108381827655984 | Epoch: 29 | MeanAbsoluteError: 0.2057358771562576 | Loss: 0.0483426990869798 | Epoch: 30 | MeanAbsoluteError: 0.0469194501638412 | Loss: 0.0037602314321128 | Epoch: 31 | MeanAbsoluteError: 0.0448267795145512 | Loss: 0.0035583891317640 | Epoch: 32 | MeanAbsoluteError: 0.0766490548849106 | Loss: 0.0090261244607207 | Epoch: 33 |
MeanAbsoluteError: 0.1303312182426453 | Loss: 0.0213924754214914 | Epoch: 34 | MeanAbsoluteError: 0.0697895959019661 | Loss: 0.0072220992787104 | Epoch: 35 | MeanAbsoluteError: 0.1846313625574112 | Loss: 0.0396531166410760 | Epoch: 36 | MeanAbsoluteError: 0.1583141088485718 | Loss: 0.0284327727399374 | Epoch: 37 | MeanAbsoluteError: 0.0793339759111404 | Loss: 0.0081537633791174 | Epoch: 38 | MeanAbsoluteError: 0.0739497914910316 | Loss: 0.0094841570274806 | Epoch: 39 | MeanAbsoluteError: 0.1662362515926361 | Loss: 0.0332997327572421 | Epoch: 40 |
MeanAbsoluteError: 0.1420662552118301 | Loss: 0.0239153548486923 | Epoch: 41 | MeanAbsoluteError: 0.0867024436593056 | Loss: 0.0096690679263127 | Epoch: 42 | MeanAbsoluteError: 0.0763177126646042 | Loss: 0.0082932123914361 | Epoch: 43 | MeanAbsoluteError: 0.1864439398050308 | Loss: 0.0395096333599404 | Epoch: 44 | MeanAbsoluteError: 0.0798052623867989 | Loss: 0.0090271937415788 | Epoch: 45 | MeanAbsoluteError: 0.1052517592906952 | Loss: 0.0137152883567308 | Epoch: 46 | MeanAbsoluteError: 0.1182453557848930 | Loss: 0.0181570319752944 | Epoch: 47 |
MeanAbsoluteError: 0.1668316274881363 | Loss: 0.0308517109798758 | Epoch: 48 | MeanAbsoluteError: 0.1110147461295128 | Loss: 0.0158752806386665 | Epoch: 49 | MeanAbsoluteError: 0.1179506778717041 | Loss: 0.0160490939099538 | Epoch: 50 | MeanAbsoluteError: 0.0818099975585938 | Loss: 0.0104144844716709 | Epoch: 51 | MeanAbsoluteError: 0.0841964557766914 | Loss: 0.0109950211389284 | Epoch: 52 | MeanAbsoluteError: 0.0779909044504166 | Loss: 0.0078892512859679 | Epoch: 53 | MeanAbsoluteError: 0.0487340353429317 | Loss: 0.0034641669940596 | Epoch: 54 |
MeanAbsoluteError: 0.0700075179338455 | Loss: 0.0074443858803103 | Epoch: 55 | MeanAbsoluteError: 0.0599659904837608 | Loss: 0.0056789780378734 | Epoch: 56 | MeanAbsoluteError: 0.0719801783561707 | Loss: 0.0065798873670007 | Epoch: 57 | MeanAbsoluteError: 0.1040535196661949 | Loss: 0.0130038033974798 | Epoch: 58 | MeanAbsoluteError: 0.0962022021412849 | Loss: 0.0114611196576765 | Epoch: 59 | MeanAbsoluteError: 0.1152371466159821 | Loss: 0.0167004823390591 | Epoch: 60 | MeanAbsoluteError: 0.0862926244735718 | Loss: 0.0112873034698791 | Epoch: 61 |
MeanAbsoluteError: 0.1474125534296036 | Loss: 0.0244496893137693 | Epoch: 62 | MeanAbsoluteError: 0.0500518269836903 | Loss: 0.0041627376156516 | Epoch: 63 | MeanAbsoluteError: 0.1175862625241280 | Loss: 0.0177539302232234 | Epoch: 64 | MeanAbsoluteError: 0.1492669135332108 | Loss: 0.0255475984396119 | Epoch: 65 | MeanAbsoluteError: 0.0395804867148399 | Loss: 0.0030609877890368 | Epoch: 66 | MeanAbsoluteError: 0.0660640299320221 | Loss: 0.0069263227112395 | Epoch: 67 | MeanAbsoluteError: 0.0900965705513954 | Loss: 0.0112227676436305 | Epoch: 68 |
MeanAbsoluteError: 0.1059087216854095 | Loss: 0.0161116328335514 | Epoch: 69 | MeanAbsoluteError: 0.0994285941123962 | Loss: 0.0117991115946911 | Epoch: 70 | MeanAbsoluteError: 0.0859782472252846 | Loss: 0.0101065068799806 | Epoch: 71 | MeanAbsoluteError: 0.0632252916693687 | Loss: 0.0055160937144568 | Epoch: 72 | MeanAbsoluteError: 0.0404573939740658 | Loss: 0.0030459093211807 | Epoch: 73 | MeanAbsoluteError: 0.0857437178492546 | Loss: 0.0099626786663736 | Epoch: 74 | MeanAbsoluteError: 0.1511537283658981 | Loss: 0.0265587598673607 | Epoch: 75 |
MeanAbsoluteError: 0.0646555349230766 | Loss: 0.0066608924198111 | Epoch: 76 | MeanAbsoluteError: 0.1031965389847755 | Loss: 0.0146031939473591 | Epoch: 77 | MeanAbsoluteError: 0.0475217364728451 | Loss: 0.0033787749830241 | Epoch: 78 | MeanAbsoluteError: 0.0855163037776947 | Loss: 0.0097266553999170 | Epoch: 79 | MeanAbsoluteError: 0.1032926067709923 | Loss: 0.0125563403003310 | Epoch: 80 | MeanAbsoluteError: 0.1013218984007835 | Loss: 0.0132121227093433 | Epoch: 81 | MeanAbsoluteError: 0.0446976013481617 | Loss: 0.0032387520738044 | Epoch: 82 |
MeanAbsoluteError: 0.0564983114600182 | Loss: 0.0055826119465851 | Epoch: 83 | MeanAbsoluteError: 0.1198457106947899 | Loss: 0.0160797359421849 | Epoch: 84 | MeanAbsoluteError: 0.0967130735516548 | Loss: 0.0117464226327444 | Epoch: 85 | MeanAbsoluteError: 0.1013648286461830 | Loss: 0.0125555145113092 | Epoch: 86 | MeanAbsoluteError: 0.1382317543029785 | Loss: 0.0221787381329035 | Epoch: 87 | MeanAbsoluteError: 0.1271218061447144 | Loss: 0.0183710536772483 | Epoch: 88 | MeanAbsoluteError: 0.0904059708118439 | Loss: 0.0104597118732176 | Epoch: 89 |
MeanAbsoluteError: 0.0826918259263039 | Loss: 0.0111324938112184 | Epoch: 90 | MeanAbsoluteError: 0.0489262230694294 | Loss: 0.0039457296094808 | Epoch: 91 | MeanAbsoluteError: 0.0390503890812397 | Loss: 0.0024470696378940 | Epoch: 92 | MeanAbsoluteError: 0.1222936362028122 | Loss: 0.0171547859024845 | Epoch: 93 | MeanAbsoluteError: 0.0776587203145027 | Loss: 0.0076592049904560 | Epoch: 94 | MeanAbsoluteError: 0.1007902622222900 | Loss: 0.0127964182511756 | Epoch: 95 | MeanAbsoluteError: 0.0730546638369560 | Loss: 0.0092279901728034 | Epoch: 96 |
MeanAbsoluteError: 0.0294175110757351 | Loss: 0.0016112055960356 | Epoch: 97 | MeanAbsoluteError: 0.0720206424593925 | Loss: 0.0087846253116272 | Epoch: 98 | MeanAbsoluteError: 0.1097121462225914 | Loss: 0.0157666019605179 | Epoch: 99 | MeanAbsoluteError: 0.0631164982914925 | Loss: 0.0053555719113271 | Epoch: 100 | MeanAbsoluteError: 0.0683856680989265 | Loss: 0.0066683712709499 | Epoch: 101 | MeanAbsoluteError: 0.0803041085600853 | Loss: 0.0081551621520990 | Epoch: 102 | MeanAbsoluteError: 0.0603091940283775 | Loss: 0.0060057822541383 | Epoch: 103 |
MeanAbsoluteError: 0.0536838918924332 | Loss: 0.0043626468212001 | Epoch: 104 | MeanAbsoluteError: 0.0719090998172760 | Loss: 0.0076389560034793 | Epoch: 105 | MeanAbsoluteError: 0.0449344329535961 | Loss: 0.0032421149815874 | Epoch: 106 | MeanAbsoluteError: 0.0900320261716843 | Loss: 0.0092780679023187 | Epoch: 107 | MeanAbsoluteError: 0.0667212009429932 | Loss: 0.0079713496134469 | Epoch: 108 | MeanAbsoluteError: 0.0421115420758724 | Loss: 0.0026515793870203 | Epoch: 109 | MeanAbsoluteError: 0.1047971248626709 | Loss: 0.0139890252367446 | Epoch: 110 |
MeanAbsoluteError: 0.0642061382532120 | Loss: 0.0062053107141860 | Epoch: 111 | MeanAbsoluteError: 0.1082605123519897 | Loss: 0.0138008100911975 | Epoch: 112 | MeanAbsoluteError: 0.0604376085102558 | Loss: 0.0056236247581087 | Epoch: 113 | MeanAbsoluteError: 0.0996381416916847 | Loss: 0.0121009073122159 | Epoch: 114 | MeanAbsoluteError: 0.1398922502994537 | Loss: 0.0227468806367956 | Epoch: 115 | MeanAbsoluteError: 0.0455017834901810 | Loss: 0.0037813053809498 | Epoch: 116 | MeanAbsoluteError: 0.0638563632965088 | Loss: 0.0059528130743849 | Epoch: 117 |
MeanAbsoluteError: 0.0629519298672676 | Loss: 0.0064933414963123 | Epoch: 118 | MeanAbsoluteError: 0.1223500072956085 | Loss: 0.0174680155162749 | Epoch: 119 | MeanAbsoluteError: 0.0400099121034145 | Loss: 0.0029936367768402 | Epoch: 120 | MeanAbsoluteError: 0.0626464933156967 | Loss: 0.0064293794750579 | Epoch: 121 | MeanAbsoluteError: 0.0615461654961109 | Loss: 0.0062645051358758 | Epoch: 122 | MeanAbsoluteError: 0.0877861827611923 | Loss: 0.0093834406549209 | Epoch: 123 | MeanAbsoluteError: 0.0406103394925594 | Loss: 0.0030191649566405 | Epoch: 124 |
MeanAbsoluteError: 0.0676956549286842 | Loss: 0.0068483953731821 | Epoch: 125 | MeanAbsoluteError: 0.0466613061726093 | Loss: 0.0036530480720103 | Epoch: 126 | MeanAbsoluteError: 0.1071237549185753 | Loss: 0.0153765492141247 | Epoch: 127 | MeanAbsoluteError: 0.0755853354930878 | Loss: 0.0074220634261636 | Epoch: 128 | MeanAbsoluteError: 0.0744201093912125 | Loss: 0.0084128797691511 | Early stopping at epoch 127
Returned to Spot: Validation loss: 0.008412879769151149
config: {'_L_in': 10, '_L_out': 1, 'l1': 128, 'dropout_prob': 0.8582565260508446, 'lr_mult': 0.4977322453322358, 'batch_size': 2, 'epochs': 32768, 'k_folds': 1, 'patience': 128, 'optimizer': 'ASGD', 'sgd_momentum': 0.6834550718769361}
Epoch: 1 |
MeanAbsoluteError: 0.2120186090469360 | Loss: 0.0703260603727540 | Epoch: 2 |
MeanAbsoluteError: 0.1810018420219421 | Loss: 0.0505256056096793 | Epoch: 3 |
MeanAbsoluteError: 0.1865642964839935 | Loss: 0.0566911546637615 | Epoch: 4 |
MeanAbsoluteError: 0.1646195650100708 | Loss: 0.0437425101858874 | Epoch: 5 |
MeanAbsoluteError: 0.1568263173103333 | Loss: 0.0371684035678481 | Epoch: 6 |
MeanAbsoluteError: 0.1412837058305740 | Loss: 0.0330436270256178 | Epoch: 7 |
MeanAbsoluteError: 0.1431057304143906 | Loss: 0.0315908586202810 | Epoch: 8 |
MeanAbsoluteError: 0.1355354636907578 | Loss: 0.0296658951790111 | Epoch: 9 |
MeanAbsoluteError: 0.1423906832933426 | Loss: 0.0309638479724526 | Epoch: 10 |
MeanAbsoluteError: 0.1394383162260056 | Loss: 0.0300875054730568 | Epoch: 11 |
MeanAbsoluteError: 0.1428710371255875 | Loss: 0.0317877288514865 | Epoch: 12 |
MeanAbsoluteError: 0.1465101093053818 | Loss: 0.0327670423194165 | Epoch: 13 |
MeanAbsoluteError: 0.1430340707302094 | Loss: 0.0325605637036885 | Epoch: 14 |
MeanAbsoluteError: 0.1328897029161453 | Loss: 0.0293118926799616 | Epoch: 15 |
MeanAbsoluteError: 0.1347741186618805 | Loss: 0.0305029440240469 | Epoch: 16 |
MeanAbsoluteError: 0.1387603431940079 | Loss: 0.0306267528469713 | Epoch: 17 |
MeanAbsoluteError: 0.1334645003080368 | Loss: 0.0291014335666356 | Epoch: 18 |
MeanAbsoluteError: 0.1407389938831329 | Loss: 0.0321883206760200 | Epoch: 19 |
MeanAbsoluteError: 0.1371100544929504 | Loss: 0.0299572567752330 | Epoch: 20 |
MeanAbsoluteError: 0.1350206434726715 | Loss: 0.0295970215832494 | Epoch: 21 |
MeanAbsoluteError: 0.1375719010829926 | Loss: 0.0307873552478850 | Epoch: 22 |
MeanAbsoluteError: 0.1362883448600769 | Loss: 0.0298302128487315 | Epoch: 23 |
MeanAbsoluteError: 0.1387530416250229 | Loss: 0.0304712078013108 | Epoch: 24 |
MeanAbsoluteError: 0.1391585767269135 | Loss: 0.0302951655749105 | Epoch: 25 |
MeanAbsoluteError: 0.1324227154254913 | Loss: 0.0296312491426458 | Epoch: 26 |
MeanAbsoluteError: 0.1331820189952850 | Loss: 0.0289244223200145 | Epoch: 27 |
MeanAbsoluteError: 0.1381265223026276 | Loss: 0.0297591915292044 | Epoch: 28 |
MeanAbsoluteError: 0.1361352503299713 | Loss: 0.0295886449449851 | Epoch: 29 |
MeanAbsoluteError: 0.1326842010021210 | Loss: 0.0294289984286297 | Epoch: 30 |
MeanAbsoluteError: 0.1377019435167313 | Loss: 0.0302947151190892 | Epoch: 31 |
MeanAbsoluteError: 0.1371371448040009 | Loss: 0.0293225908155243 | Epoch: 32 |
MeanAbsoluteError: 0.1376724243164062 | Loss: 0.0298109506095110 | Epoch: 33 |
MeanAbsoluteError: 0.1331874728202820 | Loss: 0.0278915133918539 | Epoch: 34 |
MeanAbsoluteError: 0.1353287249803543 | Loss: 0.0287761341780424 | Epoch: 35 |
MeanAbsoluteError: 0.1371500343084335 | Loss: 0.0290998212846656 | Epoch: 36 |
MeanAbsoluteError: 0.1316709071397781 | Loss: 0.0279534811475545 | Epoch: 37 |
MeanAbsoluteError: 0.1321931481361389 | Loss: 0.0278238536942930 | Epoch: 38 |
MeanAbsoluteError: 0.1326586902141571 | Loss: 0.0281608481489820 | Epoch: 39 |
MeanAbsoluteError: 0.1386570036411285 | Loss: 0.0302074358894606 | Epoch: 40 |
MeanAbsoluteError: 0.1343215554952621 | Loss: 0.0285096010980002 | Epoch: 41 |
MeanAbsoluteError: 0.1350935548543930 | Loss: 0.0289603875417773 | Epoch: 42 |
MeanAbsoluteError: 0.1319969147443771 | Loss: 0.0279253492220111 | Epoch: 43 |
MeanAbsoluteError: 0.1388250291347504 | Loss: 0.0303426023551341 | Epoch: 44 |
MeanAbsoluteError: 0.1345654129981995 | Loss: 0.0292127694224473 | Epoch: 45 |
MeanAbsoluteError: 0.1327299177646637 | Loss: 0.0284869099524803 | Epoch: 46 |
MeanAbsoluteError: 0.1330085396766663 | Loss: 0.0285624090783919 | Epoch: 47 |
MeanAbsoluteError: 0.1385326534509659 | Loss: 0.0294748234395714 | Epoch: 48 |
MeanAbsoluteError: 0.1337530314922333 | Loss: 0.0289091440066113 | Epoch: 49 |
MeanAbsoluteError: 0.1339507251977921 | Loss: 0.0294155366136692 | Epoch: 50 |
MeanAbsoluteError: 0.1339053213596344 | Loss: 0.0283644676118274 | Epoch: 51 |
MeanAbsoluteError: 0.1360580772161484 | Loss: 0.0290031787902020 | Epoch: 52 |
MeanAbsoluteError: 0.1303653568029404 | Loss: 0.0279984095306039 | Epoch: 53 |
MeanAbsoluteError: 0.1319592893123627 | Loss: 0.0274316242581699 | Epoch: 54 |
MeanAbsoluteError: 0.1355709880590439 | Loss: 0.0292173637603992 | Epoch: 55 |
MeanAbsoluteError: 0.1334413141012192 | Loss: 0.0280288543089409 | Epoch: 56 |
MeanAbsoluteError: 0.1323261409997940 | Loss: 0.0280817442221451 | Epoch: 57 |
MeanAbsoluteError: 0.1378538459539413 | Loss: 0.0301353955361507 | Epoch: 58 |
MeanAbsoluteError: 0.1334509849548340 | Loss: 0.0286659593512377 | Epoch: 59 |
MeanAbsoluteError: 0.1366765201091766 | Loss: 0.0291514151597706 | Epoch: 60 |
MeanAbsoluteError: 0.1326360553503036 | Loss: 0.0280965372391014 | Epoch: 61 |
MeanAbsoluteError: 0.1350936442613602 | Loss: 0.0302423853119399 | Epoch: 62 |
MeanAbsoluteError: 0.1308288872241974 | Loss: 0.0281096940835899 | Epoch: 63 |
MeanAbsoluteError: 0.1355766206979752 | Loss: 0.0288882262321810 | Epoch: 64 |
MeanAbsoluteError: 0.1337034255266190 | Loss: 0.0282789689570200 | Epoch: 65 |
MeanAbsoluteError: 0.1345267444849014 | Loss: 0.0279725155958537 | Epoch: 66 |
MeanAbsoluteError: 0.1359749287366867 | Loss: 0.0284281274370733 | Epoch: 67 |
MeanAbsoluteError: 0.1328504532575607 | Loss: 0.0282725923762579 | Epoch: 68 |
MeanAbsoluteError: 0.1336105167865753 | Loss: 0.0287253562085486 | Epoch: 69 |
MeanAbsoluteError: 0.1342981904745102 | Loss: 0.0283503484051713 | Epoch: 70 |
MeanAbsoluteError: 0.1325342655181885 | Loss: 0.0288481734237090 | Epoch: 71 |
MeanAbsoluteError: 0.1366259008646011 | Loss: 0.0295639015012057 | Epoch: 72 |
MeanAbsoluteError: 0.1374526470899582 | Loss: 0.0297523628144215 | Epoch: 73 |
MeanAbsoluteError: 0.1305706202983856 | Loss: 0.0279974152372840 | Epoch: 74 |
MeanAbsoluteError: 0.1386067122220993 | Loss: 0.0301010068183920 | Epoch: 75 |
MeanAbsoluteError: 0.1312133669853210 | Loss: 0.0281737590644237 | Epoch: 76 |
MeanAbsoluteError: 0.1333376616239548 | Loss: 0.0288979109056527 | Epoch: 77 |
MeanAbsoluteError: 0.1323501765727997 | Loss: 0.0279138443401462 | Epoch: 78 |
MeanAbsoluteError: 0.1342074722051620 | Loss: 0.0290591010072967 | Epoch: 79 |
MeanAbsoluteError: 0.1321343928575516 | Loss: 0.0285792711131702 | Epoch: 80 |
MeanAbsoluteError: 0.1327207237482071 | Loss: 0.0282896691568142 | Epoch: 81 |
MeanAbsoluteError: 0.1333977282047272 | Loss: 0.0281625716512159 | Epoch: 82 |
MeanAbsoluteError: 0.1292987763881683 | Loss: 0.0273094001925589 | Epoch: 83 |
MeanAbsoluteError: 0.1364092230796814 | Loss: 0.0294512013099544 | Epoch: 84 |
MeanAbsoluteError: 0.1293014734983444 | Loss: 0.0275924904380615 | Epoch: 85 |
MeanAbsoluteError: 0.1311487406492233 | Loss: 0.0273892649616270 | Epoch: 86 |
MeanAbsoluteError: 0.1317169517278671 | Loss: 0.0287904202892241 | Epoch: 87 |
MeanAbsoluteError: 0.1361114233732224 | Loss: 0.0289758128756269 | Epoch: 88 |
MeanAbsoluteError: 0.1340002566576004 | Loss: 0.0282278227577141 | Epoch: 89 |
MeanAbsoluteError: 0.1289712488651276 | Loss: 0.0267172804403208 | Epoch: 90 |
MeanAbsoluteError: 0.1305756270885468 | Loss: 0.0272678010169572 | Epoch: 91 |
MeanAbsoluteError: 0.1316790729761124 | Loss: 0.0278686433073502 | Epoch: 92 |
MeanAbsoluteError: 0.1332269757986069 | Loss: 0.0286615654393487 | Epoch: 93 |
MeanAbsoluteError: 0.1310379952192307 | Loss: 0.0275241333114536 | Epoch: 94 |
MeanAbsoluteError: 0.1304696649312973 | Loss: 0.0270054221163931 | Epoch: 95 |
MeanAbsoluteError: 0.1310379356145859 | Loss: 0.0284023737051029 | Epoch: 96 |
MeanAbsoluteError: 0.1312282383441925 | Loss: 0.0273880553885829 | Epoch: 97 |
MeanAbsoluteError: 0.1353152394294739 | Loss: 0.0286431961657945 | Epoch: 98 |
MeanAbsoluteError: 0.1354440152645111 | Loss: 0.0287843259796985 | Epoch: 99 |
MeanAbsoluteError: 0.1329240053892136 | Loss: 0.0286299581407608 | Epoch: 100 |
MeanAbsoluteError: 0.1318104863166809 | Loss: 0.0273586199727530 | Epoch: 101 |
MeanAbsoluteError: 0.1330233067274094 | Loss: 0.0282443891942967 | Epoch: 102 |
MeanAbsoluteError: 0.1353953480720520 | Loss: 0.0289314922907700 | Epoch: 103 |
MeanAbsoluteError: 0.1366895735263824 | Loss: 0.0293128538174399 | Epoch: 104 |
MeanAbsoluteError: 0.1299520134925842 | Loss: 0.0271956734422565 | Epoch: 105 |
MeanAbsoluteError: 0.1286842077970505 | Loss: 0.0264736638077981 | Epoch: 106 |
MeanAbsoluteError: 0.1300923526287079 | Loss: 0.0280097470215939 | Epoch: 107 |
MeanAbsoluteError: 0.1317453086376190 | Loss: 0.0272147196092313 | Epoch: 108 |
MeanAbsoluteError: 0.1310875415802002 | Loss: 0.0275518631739639 | Epoch: 109 |
MeanAbsoluteError: 0.1288941055536270 | Loss: 0.0273225454625208 | Epoch: 110 |
MeanAbsoluteError: 0.1327576935291290 | Loss: 0.0269843656129281 | Epoch: 111 |
MeanAbsoluteError: 0.1322483569383621 | Loss: 0.0275993045151699 | Epoch: 112 |
MeanAbsoluteError: 0.1297423839569092 | Loss: 0.0269908279016515 | Epoch: 113 |
MeanAbsoluteError: 0.1320201307535172 | Loss: 0.0287010687141931 | Epoch: 114 |
MeanAbsoluteError: 0.1348825097084045 | Loss: 0.0275787125873224 | Epoch: 115 |
MeanAbsoluteError: 0.1302690058946609 | Loss: 0.0282409454350219 | Epoch: 116 |
MeanAbsoluteError: 0.1284077763557434 | Loss: 0.0269025370860375 | Epoch: 117 |
MeanAbsoluteError: 0.1287221461534500 | Loss: 0.0269270132705424 | Epoch: 118 |
MeanAbsoluteError: 0.1350702792406082 | Loss: 0.0287112471359433 | Epoch: 119 |
MeanAbsoluteError: 0.1365754753351212 | Loss: 0.0297595323049851 | Epoch: 120 |
MeanAbsoluteError: 0.1336092650890350 | Loss: 0.0276606052325224 | Epoch: 121 |
MeanAbsoluteError: 0.1307865381240845 | Loss: 0.0278533773931849 | Epoch: 122 |
MeanAbsoluteError: 0.1312122344970703 | Loss: 0.0273731775764342 | Epoch: 123 |
MeanAbsoluteError: 0.1259114891290665 | Loss: 0.0248430239704127 | Epoch: 124 |
MeanAbsoluteError: 0.1351978033781052 | Loss: 0.0293973915860988 | Epoch: 125 |
MeanAbsoluteError: 0.1337301582098007 | Loss: 0.0287696035550713 | Epoch: 126 |
MeanAbsoluteError: 0.1292222142219543 | Loss: 0.0269459883719780 | Epoch: 127 |
MeanAbsoluteError: 0.1285059005022049 | Loss: 0.0268508184685682 | Epoch: 128 |
MeanAbsoluteError: 0.1300139129161835 | Loss: 0.0273952740839930 | Epoch: 129 |
MeanAbsoluteError: 0.1335322707891464 | Loss: 0.0282488289336713 | Epoch: 130 |
MeanAbsoluteError: 0.1252573430538177 | Loss: 0.0255147537779218 | Epoch: 131 |
MeanAbsoluteError: 0.1305999308824539 | Loss: 0.0278443359248195 | Epoch: 132 |
MeanAbsoluteError: 0.1342406719923019 | Loss: 0.0293141385663572 | Epoch: 133 |
MeanAbsoluteError: 0.1304786354303360 | Loss: 0.0272754495363915 | Epoch: 134 |
MeanAbsoluteError: 0.1279505044221878 | Loss: 0.0268895215221952 | Epoch: 135 |
MeanAbsoluteError: 0.1309549957513809 | Loss: 0.0271134553019268 | Epoch: 136 |
MeanAbsoluteError: 0.1349014639854431 | Loss: 0.0279526457898707 | Epoch: 137 |
MeanAbsoluteError: 0.1312617957592010 | Loss: 0.0271330525574740 | Epoch: 138 |
MeanAbsoluteError: 0.1275500655174255 | Loss: 0.0270875825789820 | Epoch: 139 |
MeanAbsoluteError: 0.1325341612100601 | Loss: 0.0288123536831699 | Epoch: 140 |
MeanAbsoluteError: 0.1316670626401901 | Loss: 0.0272573304520726 | Epoch: 141 |
MeanAbsoluteError: 0.1277662217617035 | Loss: 0.0256321397927994 | Epoch: 142 |
MeanAbsoluteError: 0.1335927993059158 | Loss: 0.0277764047860789 | Epoch: 143 |
MeanAbsoluteError: 0.1306809931993484 | Loss: 0.0271367594196151 | Epoch: 144 |
MeanAbsoluteError: 0.1311477869749069 | Loss: 0.0268596000155473 | Epoch: 145 |
MeanAbsoluteError: 0.1324852108955383 | Loss: 0.0276451517064318 | Epoch: 146 |
MeanAbsoluteError: 0.1284862756729126 | Loss: 0.0273937621685279 | Epoch: 147 |
MeanAbsoluteError: 0.1308698207139969 | Loss: 0.0266675920836527 | Epoch: 148 |
MeanAbsoluteError: 0.1298611909151077 | Loss: 0.0260687085362345 | Epoch: 149 |
MeanAbsoluteError: 0.1300632357597351 | Loss: 0.0275133539268184 | Epoch: 150 |
MeanAbsoluteError: 0.1315701305866241 | Loss: 0.0277302167108185 | Epoch: 151 |
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MeanAbsoluteError: 0.0533580034971237 | Loss: 0.0063216027745511 | Epoch: 2346 |
MeanAbsoluteError: 0.0516010634601116 | Loss: 0.0053796832961719 | Epoch: 2347 |
MeanAbsoluteError: 0.0526483133435249 | Loss: 0.0056106403514059 | Epoch: 2348 |
MeanAbsoluteError: 0.0487502589821815 | Loss: 0.0052889514248333 | Epoch: 2349 |
MeanAbsoluteError: 0.0477842018008232 | Loss: 0.0046582632494453 | Epoch: 2350 |
MeanAbsoluteError: 0.0498476140201092 | Loss: 0.0048704350759484 | Epoch: 2351 |
MeanAbsoluteError: 0.0512418523430824 | Loss: 0.0058317251462662 | Epoch: 2352 |
MeanAbsoluteError: 0.0494362488389015 | Loss: 0.0054178266596231 | Epoch: 2353 |
MeanAbsoluteError: 0.0504942275583744 | Loss: 0.0052678020266952 | Epoch: 2354 |
MeanAbsoluteError: 0.0512288324534893 | Loss: 0.0054143552811123 | Epoch: 2355 |
MeanAbsoluteError: 0.0468337386846542 | Loss: 0.0043812656533889 | Epoch: 2356 |
MeanAbsoluteError: 0.0476289540529251 | Loss: 0.0044555496390725 | Epoch: 2357 |
MeanAbsoluteError: 0.0510654933750629 | Loss: 0.0051125890253024 | Epoch: 2358 |
MeanAbsoluteError: 0.0504216253757477 | Loss: 0.0054114399360818 | Epoch: 2359 |
MeanAbsoluteError: 0.0467402823269367 | Loss: 0.0042538922054943 | Epoch: 2360 |
MeanAbsoluteError: 0.0500267483294010 | Loss: 0.0054323471848390 | Epoch: 2361 |
MeanAbsoluteError: 0.0496944785118103 | Loss: 0.0048162275107370 | Epoch: 2362 |
MeanAbsoluteError: 0.0519372224807739 | Loss: 0.0055401354407998 | Epoch: 2363 |
MeanAbsoluteError: 0.0476076863706112 | Loss: 0.0045836419801829 | Epoch: 2364 |
MeanAbsoluteError: 0.0509594380855560 | Loss: 0.0056476120240283 | Epoch: 2365 |
MeanAbsoluteError: 0.0502804517745972 | Loss: 0.0056061178709084 | Epoch: 2366 |
MeanAbsoluteError: 0.0489975586533546 | Loss: 0.0055004535251707 | Epoch: 2367 |
MeanAbsoluteError: 0.0504837855696678 | Loss: 0.0050979674380384 | Epoch: 2368 |
MeanAbsoluteError: 0.0522496998310089 | Loss: 0.0058835616935054 | Epoch: 2369 |
MeanAbsoluteError: 0.0469272099435329 | Loss: 0.0043236032209218 | Epoch: 2370 |
MeanAbsoluteError: 0.0454217381775379 | Loss: 0.0047672157694979 | Epoch: 2371 |
MeanAbsoluteError: 0.0470436997711658 | Loss: 0.0046681523211009 | Epoch: 2372 |
MeanAbsoluteError: 0.0466814897954464 | Loss: 0.0044595789594829 | Epoch: 2373 |
MeanAbsoluteError: 0.0461893826723099 | Loss: 0.0040551047010856 | Epoch: 2374 |
MeanAbsoluteError: 0.0520933195948601 | Loss: 0.0062161720622620 | Epoch: 2375 |
MeanAbsoluteError: 0.0473858825862408 | Loss: 0.0045212199324548 | Epoch: 2376 |
MeanAbsoluteError: 0.0509522706270218 | Loss: 0.0055190507548468 | Epoch: 2377 |
MeanAbsoluteError: 0.0487980321049690 | Loss: 0.0047926905119039 | Epoch: 2378 |
MeanAbsoluteError: 0.0479232370853424 | Loss: 0.0045709664731597 | Epoch: 2379 |
MeanAbsoluteError: 0.0505140833556652 | Loss: 0.0052897260474432 | Epoch: 2380 |
MeanAbsoluteError: 0.0484383217990398 | Loss: 0.0047015279821214 | Epoch: 2381 |
MeanAbsoluteError: 0.0450119599699974 | Loss: 0.0041824530359797 | Epoch: 2382 |
MeanAbsoluteError: 0.0496746860444546 | Loss: 0.0053789594022419 | Epoch: 2383 |
MeanAbsoluteError: 0.0501800328493118 | Loss: 0.0050403776730794 | Epoch: 2384 |
MeanAbsoluteError: 0.0519096516072750 | Loss: 0.0060225809808405 | Epoch: 2385 |
MeanAbsoluteError: 0.0511189848184586 | Loss: 0.0055538627667556 | Epoch: 2386 |
MeanAbsoluteError: 0.0499657802283764 | Loss: 0.0056442129387870 | Epoch: 2387 |
MeanAbsoluteError: 0.0509490780532360 | Loss: 0.0055052837876550 | Epoch: 2388 |
MeanAbsoluteError: 0.0476448461413383 | Loss: 0.0044280091456312 | Epoch: 2389 |
MeanAbsoluteError: 0.0478855594992638 | Loss: 0.0047412690749600 | Epoch: 2390 |
MeanAbsoluteError: 0.0502227991819382 | Loss: 0.0051300095433665 | Epoch: 2391 |
MeanAbsoluteError: 0.0493359751999378 | Loss: 0.0056666372516838 | Epoch: 2392 |
MeanAbsoluteError: 0.0468969978392124 | Loss: 0.0043018097168533 | Epoch: 2393 |
MeanAbsoluteError: 0.0477692112326622 | Loss: 0.0047293790035231 | Epoch: 2394 |
MeanAbsoluteError: 0.0446246936917305 | Loss: 0.0038551850914155 | Epoch: 2395 |
MeanAbsoluteError: 0.0467439368367195 | Loss: 0.0039889198289166 | Epoch: 2396 |
MeanAbsoluteError: 0.0495277531445026 | Loss: 0.0056959540271782 | Epoch: 2397 |
MeanAbsoluteError: 0.0489016436040401 | Loss: 0.0053074449128326 | Epoch: 2398 |
MeanAbsoluteError: 0.0513200461864471 | Loss: 0.0052757823315581 | Epoch: 2399 |
MeanAbsoluteError: 0.0499289110302925 | Loss: 0.0050067462657929 | Epoch: 2400 |
MeanAbsoluteError: 0.0455825775861740 | Loss: 0.0044781183817850 | Epoch: 2401 |
MeanAbsoluteError: 0.0500051230192184 | Loss: 0.0049798804013820 | Epoch: 2402 |
MeanAbsoluteError: 0.0496815890073776 | Loss: 0.0050003188256233 | Epoch: 2403 |
MeanAbsoluteError: 0.0487396605312824 | Loss: 0.0051065985867793 | Epoch: 2404 |
MeanAbsoluteError: 0.0485574156045914 | Loss: 0.0047230738250281 | Early stopping at epoch 2403
Returned to Spot: Validation loss: 0.004723073825028147
config: {'_L_in': 10, '_L_out': 1, 'l1': 16, 'dropout_prob': 0.1773189149831582, 'lr_mult': 9.06715620679689, 'batch_size': 4, 'epochs': 4, 'k_folds': 1, 'patience': 8, 'optimizer': 'Adamax', 'sgd_momentum': 0.22706194978124503}
Epoch: 1 | MeanAbsoluteError: 0.1341543793678284 | Loss: 0.0282058145067034 | Epoch: 2 |
MeanAbsoluteError: 0.1317252665758133 | Loss: 0.0266506999917328 | Epoch: 3 | MeanAbsoluteError: 0.1187010332942009 | Loss: 0.0226723635724435 | Epoch: 4 |
MeanAbsoluteError: 0.1316164582967758 | Loss: 0.0274209188111126 | Returned to Spot: Validation loss: 0.02742091881111264
config: {'_L_in': 10, '_L_out': 1, 'l1': 32, 'dropout_prob': 0.3840970624671163, 'lr_mult': 4.593111165984917, 'batch_size': 8, 'epochs': 256, 'k_folds': 1, 'patience': 64, 'optimizer': 'Adam', 'sgd_momentum': 0.8945915831939406}
Epoch: 1 | MeanAbsoluteError: 0.1577828675508499 | Loss: 0.0396680165768454 | Epoch: 2 | MeanAbsoluteError: 0.1531970798969269 | Loss: 0.0357943068650600 | Epoch: 3 | MeanAbsoluteError: 0.1354434639215469 | Loss: 0.0283069256325497 | Epoch: 4 |
MeanAbsoluteError: 0.1248374655842781 | Loss: 0.0237815922959463 | Epoch: 5 | MeanAbsoluteError: 0.1190699487924576 | Loss: 0.0224893650309624 | Epoch: 6 | MeanAbsoluteError: 0.1193105205893517 | Loss: 0.0219147950901013 | Epoch: 7 | MeanAbsoluteError: 0.1136403381824493 | Loss: 0.0205738441038289 | Epoch: 8 |
MeanAbsoluteError: 0.1123237833380699 | Loss: 0.0190981777850538 | Epoch: 9 | MeanAbsoluteError: 0.0990597754716873 | Loss: 0.0156040972307030 | Epoch: 10 | MeanAbsoluteError: 0.0923467800021172 | Loss: 0.0134347289506542 | Epoch: 11 | MeanAbsoluteError: 0.0901258438825607 | Loss: 0.0129575862328669 | Epoch: 12 |
MeanAbsoluteError: 0.0849676281213760 | Loss: 0.0121943660288755 | Epoch: 13 | MeanAbsoluteError: 0.0920457541942596 | Loss: 0.0126718412104406 | Epoch: 14 | MeanAbsoluteError: 0.0768595561385155 | Loss: 0.0090687401457935 | Epoch: 15 | MeanAbsoluteError: 0.0761612728238106 | Loss: 0.0097372857363600 | Epoch: 16 |
MeanAbsoluteError: 0.0678072348237038 | Loss: 0.0070772565821627 | Epoch: 17 | MeanAbsoluteError: 0.0683974772691727 | Loss: 0.0079315247222487 | Epoch: 18 | MeanAbsoluteError: 0.0660292208194733 | Loss: 0.0068538732164981 | Epoch: 19 | MeanAbsoluteError: 0.0671575143933296 | Loss: 0.0075403975359605 | Epoch: 20 |
MeanAbsoluteError: 0.0683768168091774 | Loss: 0.0075039070522364 | Epoch: 21 | MeanAbsoluteError: 0.0683320388197899 | Loss: 0.0078506712912043 | Epoch: 22 | MeanAbsoluteError: 0.0624173097312450 | Loss: 0.0064052636122429 | Epoch: 23 | MeanAbsoluteError: 0.0859738439321518 | Loss: 0.0102079651551321 | Epoch: 24 |
MeanAbsoluteError: 0.0578384958207607 | Loss: 0.0058746729505641 | Epoch: 25 | MeanAbsoluteError: 0.0708958134055138 | Loss: 0.0078511588079365 | Epoch: 26 | MeanAbsoluteError: 0.0510204248130322 | Loss: 0.0045366644534576 | Epoch: 27 | MeanAbsoluteError: 0.0516149476170540 | Loss: 0.0050526465684494 | Epoch: 28 |
MeanAbsoluteError: 0.0530957579612732 | Loss: 0.0050107582371167 | Epoch: 29 | MeanAbsoluteError: 0.0633170530200005 | Loss: 0.0065521177511025 | Epoch: 30 | MeanAbsoluteError: 0.0525331236422062 | Loss: 0.0046198939181570 | Epoch: 31 | MeanAbsoluteError: 0.0601808726787567 | Loss: 0.0055815867227992 | Epoch: 32 |
MeanAbsoluteError: 0.0610184855759144 | Loss: 0.0055535954490647 | Epoch: 33 | MeanAbsoluteError: 0.0474381707608700 | Loss: 0.0044069871042953 | Epoch: 34 | MeanAbsoluteError: 0.0577852129936218 | Loss: 0.0054373348799632 | Epoch: 35 | MeanAbsoluteError: 0.0467461347579956 | Loss: 0.0040284384311618 | Epoch: 36 |
MeanAbsoluteError: 0.0574632771313190 | Loss: 0.0054446664871648 | Epoch: 37 | MeanAbsoluteError: 0.0445038117468357 | Loss: 0.0035465935805788 | Epoch: 38 | MeanAbsoluteError: 0.0426731482148170 | Loss: 0.0034253862885587 | Epoch: 39 | MeanAbsoluteError: 0.0500576347112656 | Loss: 0.0043978291612707 | Epoch: 40 |
MeanAbsoluteError: 0.0540582016110420 | Loss: 0.0045276106071756 | Epoch: 41 | MeanAbsoluteError: 0.0471341758966446 | Loss: 0.0039674502056043 | Epoch: 42 | MeanAbsoluteError: 0.0558150932192802 | Loss: 0.0048523617136341 | Epoch: 43 | MeanAbsoluteError: 0.0488086082041264 | Loss: 0.0048573563184810 | Epoch: 44 |
MeanAbsoluteError: 0.0480412729084492 | Loss: 0.0040256025937484 | Epoch: 45 | MeanAbsoluteError: 0.0465971268713474 | Loss: 0.0039051140943469 | Epoch: 46 | MeanAbsoluteError: 0.0583623871207237 | Loss: 0.0052861798689456 | Epoch: 47 | MeanAbsoluteError: 0.0520922951400280 | Loss: 0.0050386486722058 | Epoch: 48 |
MeanAbsoluteError: 0.0484520159661770 | Loss: 0.0043241257172715 | Epoch: 49 | MeanAbsoluteError: 0.0768648311495781 | Loss: 0.0081738001899794 | Epoch: 50 | MeanAbsoluteError: 0.0489559285342693 | Loss: 0.0041480900621728 | Epoch: 51 | MeanAbsoluteError: 0.0464768894016743 | Loss: 0.0041071634316866 | Epoch: 52 |
MeanAbsoluteError: 0.0449984073638916 | Loss: 0.0036148314309110 | Epoch: 53 | MeanAbsoluteError: 0.0549848042428493 | Loss: 0.0052397623596909 | Epoch: 54 | MeanAbsoluteError: 0.0499219074845314 | Loss: 0.0044127783774839 | Epoch: 55 | MeanAbsoluteError: 0.0544359646737576 | Loss: 0.0048383563652782 | Epoch: 56 |
MeanAbsoluteError: 0.0481666140258312 | Loss: 0.0040837096166797 | Epoch: 57 | MeanAbsoluteError: 0.0466728135943413 | Loss: 0.0036733666255666 | Epoch: 58 | MeanAbsoluteError: 0.0441151708364487 | Loss: 0.0034196568855183 | Epoch: 59 | MeanAbsoluteError: 0.0561262443661690 | Loss: 0.0049322245758958 | Epoch: 60 |
MeanAbsoluteError: 0.0455266870558262 | Loss: 0.0037700661035304 | Epoch: 61 | MeanAbsoluteError: 0.0515410862863064 | Loss: 0.0046962711249331 | Epoch: 62 | MeanAbsoluteError: 0.0430333055555820 | Loss: 0.0033540611850760 | Epoch: 63 | MeanAbsoluteError: 0.0476235635578632 | Loss: 0.0037815429662403 | Epoch: 64 |
MeanAbsoluteError: 0.0531653314828873 | Loss: 0.0045884917337006 | Epoch: 65 | MeanAbsoluteError: 0.0493933707475662 | Loss: 0.0041540723667774 | Epoch: 66 | MeanAbsoluteError: 0.0550049319863319 | Loss: 0.0046156273517562 | Epoch: 67 | MeanAbsoluteError: 0.0481015481054783 | Loss: 0.0047363162157126 | Epoch: 68 |
MeanAbsoluteError: 0.0431655421853065 | Loss: 0.0035115994702976 | Epoch: 69 | MeanAbsoluteError: 0.0498947389423847 | Loss: 0.0041451541320911 | Epoch: 70 | MeanAbsoluteError: 0.0403305329382420 | Loss: 0.0028214565444566 | Epoch: 71 | MeanAbsoluteError: 0.0441643036901951 | Loss: 0.0034259779862814 | Epoch: 72 |
MeanAbsoluteError: 0.0498654730618000 | Loss: 0.0040531480013957 | Epoch: 73 | MeanAbsoluteError: 0.0456992127001286 | Loss: 0.0033258167187389 | Epoch: 74 | MeanAbsoluteError: 0.0461698211729527 | Loss: 0.0038516020576935 | Epoch: 75 | MeanAbsoluteError: 0.0430048890411854 | Loss: 0.0031840731703836 | Epoch: 76 |
MeanAbsoluteError: 0.0483233518898487 | Loss: 0.0038842495981187 | Epoch: 77 | MeanAbsoluteError: 0.0471607334911823 | Loss: 0.0040479815277075 | Epoch: 78 | MeanAbsoluteError: 0.0388897657394409 | Loss: 0.0029293337927237 | Epoch: 79 | MeanAbsoluteError: 0.0408277139067650 | Loss: 0.0029378990324116 | Epoch: 80 |
MeanAbsoluteError: 0.0491923391819000 | Loss: 0.0038897904941175 | Epoch: 81 | MeanAbsoluteError: 0.0566509701311588 | Loss: 0.0048656474314875 | Epoch: 82 | MeanAbsoluteError: 0.0464061163365841 | Loss: 0.0040187672191103 | Epoch: 83 | MeanAbsoluteError: 0.0477442629635334 | Loss: 0.0038858131156303 | Epoch: 84 |
MeanAbsoluteError: 0.0631739944219589 | Loss: 0.0059290469507687 | Epoch: 85 | MeanAbsoluteError: 0.0524744726717472 | Loss: 0.0044997251028881 | Epoch: 86 | MeanAbsoluteError: 0.0515260957181454 | Loss: 0.0041863398892977 | Epoch: 87 | MeanAbsoluteError: 0.0468790680170059 | Loss: 0.0042512363166009 | Epoch: 88 |
MeanAbsoluteError: 0.0395649895071983 | Loss: 0.0028763440051606 | Epoch: 89 | MeanAbsoluteError: 0.0438371226191521 | Loss: 0.0038168192933019 | Epoch: 90 | MeanAbsoluteError: 0.0524297617375851 | Loss: 0.0041870071344372 | Epoch: 91 | MeanAbsoluteError: 0.0436246097087860 | Loss: 0.0037573828579441 | Epoch: 92 |
MeanAbsoluteError: 0.0535974875092506 | Loss: 0.0044554270908089 | Epoch: 93 | MeanAbsoluteError: 0.0470317304134369 | Loss: 0.0035817120086377 | Epoch: 94 | MeanAbsoluteError: 0.0487175993621349 | Loss: 0.0038834443809097 | Epoch: 95 | MeanAbsoluteError: 0.0457327142357826 | Loss: 0.0033400075703149 | Epoch: 96 |
MeanAbsoluteError: 0.0429349690675735 | Loss: 0.0033139792565060 | Epoch: 97 | MeanAbsoluteError: 0.0406634807586670 | Loss: 0.0027312449858169 | Epoch: 98 | MeanAbsoluteError: 0.0440043844282627 | Loss: 0.0036116520779232 | Epoch: 99 | MeanAbsoluteError: 0.0392075814306736 | Loss: 0.0027153647717664 | Epoch: 100 |
MeanAbsoluteError: 0.0510272309184074 | Loss: 0.0041394945215679 | Epoch: 101 | MeanAbsoluteError: 0.0447255596518517 | Loss: 0.0032087066777565 | Epoch: 102 | MeanAbsoluteError: 0.0459904931485653 | Loss: 0.0032000882324371 | Epoch: 103 | MeanAbsoluteError: 0.0445540919899940 | Loss: 0.0033564085116316 | Epoch: 104 |
MeanAbsoluteError: 0.0397237278521061 | Loss: 0.0028704397585611 | Epoch: 105 | MeanAbsoluteError: 0.0468754060566425 | Loss: 0.0043085485169860 | Epoch: 106 | MeanAbsoluteError: 0.0538074038922787 | Loss: 0.0053672626167291 | Epoch: 107 | MeanAbsoluteError: 0.0408504605293274 | Loss: 0.0034740751396289 | Epoch: 108 |
MeanAbsoluteError: 0.0429585427045822 | Loss: 0.0031729807256182 | Epoch: 109 | MeanAbsoluteError: 0.0440834797918797 | Loss: 0.0037573623558274 | Epoch: 110 | MeanAbsoluteError: 0.0414589606225491 | Loss: 0.0031895326147175 | Epoch: 111 | MeanAbsoluteError: 0.0416589118540287 | Loss: 0.0033368245617327 | Epoch: 112 |
MeanAbsoluteError: 0.0412781015038490 | Loss: 0.0033249287141524 | Epoch: 113 | MeanAbsoluteError: 0.0451746582984924 | Loss: 0.0034644880139048 | Epoch: 114 | MeanAbsoluteError: 0.0439899526536465 | Loss: 0.0034226202804252 | Epoch: 115 | MeanAbsoluteError: 0.0362359471619129 | Loss: 0.0025124995062422 | Epoch: 116 |
MeanAbsoluteError: 0.0364292450249195 | Loss: 0.0026003501476034 | Epoch: 117 | MeanAbsoluteError: 0.0468883179128170 | Loss: 0.0035091986340520 | Epoch: 118 | MeanAbsoluteError: 0.0504346564412117 | Loss: 0.0043637162674905 | Epoch: 119 | MeanAbsoluteError: 0.0435557439923286 | Loss: 0.0033148778081676 | Epoch: 120 |
MeanAbsoluteError: 0.0395594425499439 | Loss: 0.0032740356630376 | Epoch: 121 | MeanAbsoluteError: 0.0545294135808945 | Loss: 0.0048890726205795 | Epoch: 122 | MeanAbsoluteError: 0.0403546430170536 | Loss: 0.0032938346802870 | Epoch: 123 |
MeanAbsoluteError: 0.0384179353713989 | Loss: 0.0025744389054843 | Epoch: 124 | MeanAbsoluteError: 0.0459996797144413 | Loss: 0.0038354636451818 | Epoch: 125 | MeanAbsoluteError: 0.0480953268706799 | Loss: 0.0040913942257727 | Epoch: 126 | MeanAbsoluteError: 0.0524273067712784 | Loss: 0.0049993038961762 | Epoch: 127 |
MeanAbsoluteError: 0.0484561175107956 | Loss: 0.0037221552246544 | Epoch: 128 | MeanAbsoluteError: 0.0404690913856030 | Loss: 0.0030930281691805 | Epoch: 129 | MeanAbsoluteError: 0.0453326404094696 | Loss: 0.0038700337356300 | Epoch: 130 | MeanAbsoluteError: 0.0399830415844917 | Loss: 0.0032237035476627 | Epoch: 131 |
MeanAbsoluteError: 0.0446662493050098 | Loss: 0.0036410658817898 | Epoch: 132 | MeanAbsoluteError: 0.0452163033187389 | Loss: 0.0039038896180787 | Epoch: 133 | MeanAbsoluteError: 0.0463493801653385 | Loss: 0.0038114855767497 | Epoch: 134 | MeanAbsoluteError: 0.0394623503088951 | Loss: 0.0025962453402922 | Epoch: 135 |
MeanAbsoluteError: 0.0399547703564167 | Loss: 0.0030911046931961 | Epoch: 136 | MeanAbsoluteError: 0.0390558354556561 | Loss: 0.0033667942211890 | Epoch: 137 | MeanAbsoluteError: 0.0470521412789822 | Loss: 0.0039217000563727 | Epoch: 138 | MeanAbsoluteError: 0.0388789698481560 | Loss: 0.0030215465384045 | Epoch: 139 |
MeanAbsoluteError: 0.0347169265151024 | Loss: 0.0023798049530198 | Epoch: 140 | MeanAbsoluteError: 0.0397176407277584 | Loss: 0.0027184262121170 | Epoch: 141 | MeanAbsoluteError: 0.0402794256806374 | Loss: 0.0030184878146668 | Epoch: 142 | MeanAbsoluteError: 0.0359130837023258 | Loss: 0.0025564546579661 | Epoch: 143 |
MeanAbsoluteError: 0.0460473001003265 | Loss: 0.0034396862994120 | Epoch: 144 | MeanAbsoluteError: 0.0444099381566048 | Loss: 0.0034307878522668 | Epoch: 145 | MeanAbsoluteError: 0.0426484681665897 | Loss: 0.0033252822207655 | Epoch: 146 | MeanAbsoluteError: 0.0467832721769810 | Loss: 0.0042925656215582 | Epoch: 147 |
MeanAbsoluteError: 0.0366268157958984 | Loss: 0.0026666902497374 | Epoch: 148 | MeanAbsoluteError: 0.0370317250490189 | Loss: 0.0027060983319595 | Epoch: 149 | MeanAbsoluteError: 0.0367013402283192 | Loss: 0.0026113480975925 | Epoch: 150 | MeanAbsoluteError: 0.0375338755548000 | Loss: 0.0029956502525908 | Epoch: 151 |
MeanAbsoluteError: 0.0457814298570156 | Loss: 0.0036441219348681 | Epoch: 152 | MeanAbsoluteError: 0.0415855683386326 | Loss: 0.0031611157878376 | Epoch: 153 | MeanAbsoluteError: 0.0346399657428265 | Loss: 0.0023344256026719 | Epoch: 154 | MeanAbsoluteError: 0.0446813404560089 | Loss: 0.0039791403848396 | Epoch: 155 |
MeanAbsoluteError: 0.0384975597262383 | Loss: 0.0027789743647813 | Epoch: 156 | MeanAbsoluteError: 0.0358452163636684 | Loss: 0.0023966104153691 | Epoch: 157 | MeanAbsoluteError: 0.0393751002848148 | Loss: 0.0029143915821087 | Epoch: 158 | MeanAbsoluteError: 0.0459643974900246 | Loss: 0.0035728946309782 | Epoch: 159 |
MeanAbsoluteError: 0.0423121899366379 | Loss: 0.0033044185065113 | Epoch: 160 | MeanAbsoluteError: 0.0383162014186382 | Loss: 0.0026058180810651 | Epoch: 161 | MeanAbsoluteError: 0.0457266978919506 | Loss: 0.0035361871261174 | Epoch: 162 | MeanAbsoluteError: 0.0424456894397736 | Loss: 0.0031678579475020 | Epoch: 163 |
MeanAbsoluteError: 0.0364864207804203 | Loss: 0.0025498644582082 | Epoch: 164 | MeanAbsoluteError: 0.0421980731189251 | Loss: 0.0028879528315309 | Epoch: 165 | MeanAbsoluteError: 0.0332209467887878 | Loss: 0.0021640758618320 | Epoch: 166 | MeanAbsoluteError: 0.0463715121150017 | Loss: 0.0035810783523821 | Epoch: 167 |
MeanAbsoluteError: 0.0347659476101398 | Loss: 0.0022464603994434 | Epoch: 168 | MeanAbsoluteError: 0.0356247760355473 | Loss: 0.0023913703855789 | Epoch: 169 | MeanAbsoluteError: 0.0391595959663391 | Loss: 0.0028932687801946 | Epoch: 170 | MeanAbsoluteError: 0.0477165505290031 | Loss: 0.0041139374003059 | Epoch: 171 |
MeanAbsoluteError: 0.0391102470457554 | Loss: 0.0027263947474574 | Epoch: 172 | MeanAbsoluteError: 0.0358642525970936 | Loss: 0.0029200312840801 | Epoch: 173 | MeanAbsoluteError: 0.0393927916884422 | Loss: 0.0029349388756887 | Epoch: 174 | MeanAbsoluteError: 0.0504653714597225 | Loss: 0.0041890841155117 | Epoch: 175 |
MeanAbsoluteError: 0.0373914986848831 | Loss: 0.0029681553967652 | Epoch: 176 | MeanAbsoluteError: 0.0381548069417477 | Loss: 0.0029401363618059 | Epoch: 177 | MeanAbsoluteError: 0.0390880256891251 | Loss: 0.0027991831011605 | Epoch: 178 | MeanAbsoluteError: 0.0446569584310055 | Loss: 0.0034006005421122 | Epoch: 179 |
MeanAbsoluteError: 0.0398855097591877 | Loss: 0.0028594718284072 | Epoch: 180 | MeanAbsoluteError: 0.0429512858390808 | Loss: 0.0035040811589600 | Epoch: 181 | MeanAbsoluteError: 0.0359716750681400 | Loss: 0.0024312784915214 | Epoch: 182 | MeanAbsoluteError: 0.0420269593596458 | Loss: 0.0029213254578951 | Epoch: 183 |
MeanAbsoluteError: 0.0384062007069588 | Loss: 0.0026745505961835 | Epoch: 184 | MeanAbsoluteError: 0.0317529402673244 | Loss: 0.0022928251549418 | Epoch: 185 | MeanAbsoluteError: 0.0362841039896011 | Loss: 0.0025474179986448 | Epoch: 186 | MeanAbsoluteError: 0.0430733449757099 | Loss: 0.0033151673269458 | Epoch: 187 |
MeanAbsoluteError: 0.0582897439599037 | Loss: 0.0047330782981589 | Epoch: 188 | MeanAbsoluteError: 0.0422103665769100 | Loss: 0.0030801664259726 | Epoch: 189 | MeanAbsoluteError: 0.0436674579977989 | Loss: 0.0033850157434292 | Epoch: 190 | MeanAbsoluteError: 0.0400523580610752 | Loss: 0.0029023930408967 | Epoch: 191 |
MeanAbsoluteError: 0.0367833152413368 | Loss: 0.0027128866529797 | Epoch: 192 | MeanAbsoluteError: 0.0451920367777348 | Loss: 0.0033889277868806 | Epoch: 193 | MeanAbsoluteError: 0.0543144084513187 | Loss: 0.0051252240541783 | Epoch: 194 | MeanAbsoluteError: 0.0379489362239838 | Loss: 0.0028645209952772 | Epoch: 195 |
MeanAbsoluteError: 0.0362335890531540 | Loss: 0.0023362010037281 | Epoch: 196 | MeanAbsoluteError: 0.0384349711239338 | Loss: 0.0030058410009492 | Epoch: 197 | MeanAbsoluteError: 0.0618425421416759 | Loss: 0.0066602358128875 | Epoch: 198 | MeanAbsoluteError: 0.0486262589693069 | Loss: 0.0045092841778808 | Epoch: 199 |
MeanAbsoluteError: 0.0348447784781456 | Loss: 0.0024664705109133 | Epoch: 200 | MeanAbsoluteError: 0.0655846223235130 | Loss: 0.0065645788563415 | Epoch: 201 | MeanAbsoluteError: 0.0372694246470928 | Loss: 0.0028751832938532 | Epoch: 202 | MeanAbsoluteError: 0.0373912118375301 | Loss: 0.0023648683732302 | Epoch: 203 |
MeanAbsoluteError: 0.0396722815930843 | Loss: 0.0031263532904344 | Epoch: 204 | MeanAbsoluteError: 0.0435742028057575 | Loss: 0.0036308791849909 | Epoch: 205 | MeanAbsoluteError: 0.0439013876020908 | Loss: 0.0035939320591033 | Epoch: 206 | MeanAbsoluteError: 0.0404686480760574 | Loss: 0.0030979362196185 | Epoch: 207 |
MeanAbsoluteError: 0.0372690893709660 | Loss: 0.0025242125863626 | Epoch: 208 | MeanAbsoluteError: 0.0417134054005146 | Loss: 0.0032360961286988 | Epoch: 209 | MeanAbsoluteError: 0.0502009578049183 | Loss: 0.0045471348658841 | Epoch: 210 | MeanAbsoluteError: 0.0447604805231094 | Loss: 0.0034736719680950 | Epoch: 211 |
MeanAbsoluteError: 0.0439983978867531 | Loss: 0.0034031998289528 | Epoch: 212 | MeanAbsoluteError: 0.0437414310872555 | Loss: 0.0033649879968786 | Epoch: 213 | MeanAbsoluteError: 0.0348468832671642 | Loss: 0.0024739301343767 | Epoch: 214 | MeanAbsoluteError: 0.0356610529124737 | Loss: 0.0025508366908118 | Epoch: 215 |
MeanAbsoluteError: 0.0378197506070137 | Loss: 0.0024265021768913 | Epoch: 216 | MeanAbsoluteError: 0.0395811796188354 | Loss: 0.0030195840495014 | Epoch: 217 | MeanAbsoluteError: 0.0389065593481064 | Loss: 0.0026350427161608 | Epoch: 218 | MeanAbsoluteError: 0.0572971850633621 | Loss: 0.0049289595580807 | Epoch: 219 |
MeanAbsoluteError: 0.0360941477119923 | Loss: 0.0025017682652871 | Epoch: 220 | MeanAbsoluteError: 0.0353940092027187 | Loss: 0.0020963414727272 | Epoch: 221 | MeanAbsoluteError: 0.0435257628560066 | Loss: 0.0034657275896997 | Epoch: 222 | MeanAbsoluteError: 0.0406438261270523 | Loss: 0.0027032917362368 | Epoch: 223 |
MeanAbsoluteError: 0.0388551205396652 | Loss: 0.0026814431812933 | Epoch: 224 | MeanAbsoluteError: 0.0491702631115913 | Loss: 0.0045205788031269 | Epoch: 225 | MeanAbsoluteError: 0.0491867139935493 | Loss: 0.0041514269649174 | Epoch: 226 | MeanAbsoluteError: 0.0400542542338371 | Loss: 0.0030104166975147 | Epoch: 227 |
MeanAbsoluteError: 0.0430674515664577 | Loss: 0.0032972475225841 | Epoch: 228 | MeanAbsoluteError: 0.0368786826729774 | Loss: 0.0026278859295417 | Epoch: 229 | MeanAbsoluteError: 0.0384484678506851 | Loss: 0.0029523037971414 | Epoch: 230 | MeanAbsoluteError: 0.0359239839017391 | Loss: 0.0024948913656102 | Epoch: 231 |
MeanAbsoluteError: 0.0378324426710606 | Loss: 0.0028527656778399 | Epoch: 232 | MeanAbsoluteError: 0.0491792522370815 | Loss: 0.0040237548344425 | Epoch: 233 | MeanAbsoluteError: 0.0402098707854748 | Loss: 0.0027015749089371 | Epoch: 234 | MeanAbsoluteError: 0.0489675030112267 | Loss: 0.0039640494230154 | Epoch: 235 |
MeanAbsoluteError: 0.0586858987808228 | Loss: 0.0053062336932941 | Epoch: 236 | MeanAbsoluteError: 0.0364255569875240 | Loss: 0.0024225319273108 | Epoch: 237 | MeanAbsoluteError: 0.0442326031625271 | Loss: 0.0036862836384803 | Epoch: 238 | MeanAbsoluteError: 0.0436502397060394 | Loss: 0.0033014413370677 | Epoch: 239 |
MeanAbsoluteError: 0.0417223460972309 | Loss: 0.0030934942953632 | Epoch: 240 | MeanAbsoluteError: 0.0435906648635864 | Loss: 0.0035639303601592 | Epoch: 241 | MeanAbsoluteError: 0.0464707426726818 | Loss: 0.0038511495145749 | Epoch: 242 | MeanAbsoluteError: 0.0366733670234680 | Loss: 0.0026709146638352 | Epoch: 243 |
MeanAbsoluteError: 0.0404129922389984 | Loss: 0.0026035554596762 | Epoch: 244 | MeanAbsoluteError: 0.0448841303586960 | Loss: 0.0037554898574997 | Epoch: 245 | MeanAbsoluteError: 0.0421559996902943 | Loss: 0.0033251109148535 | Epoch: 246 | MeanAbsoluteError: 0.0383120775222778 | Loss: 0.0029913841411288 | Epoch: 247 |
MeanAbsoluteError: 0.0392761081457138 | Loss: 0.0030351035315298 | Epoch: 248 | MeanAbsoluteError: 0.0463172756135464 | Loss: 0.0040964109541260 | Epoch: 249 | MeanAbsoluteError: 0.0426288396120071 | Loss: 0.0030045447944614 | Epoch: 250 | MeanAbsoluteError: 0.0556920692324638 | Loss: 0.0046244519303161 | Epoch: 251 |
MeanAbsoluteError: 0.0362177230417728 | Loss: 0.0024899556424077 | Epoch: 252 | MeanAbsoluteError: 0.0415796115994453 | Loss: 0.0030783311322969 | Epoch: 253 | MeanAbsoluteError: 0.0466689281165600 | Loss: 0.0039868756491495 | Epoch: 254 | MeanAbsoluteError: 0.0621741674840450 | Loss: 0.0061284547279540 | Epoch: 255 |
MeanAbsoluteError: 0.0397331938147545 | Loss: 0.0030845723407478 | Epoch: 256 | MeanAbsoluteError: 0.0362316817045212 | Loss: 0.0026928081229256 | Returned to Spot: Validation loss: 0.0026928081229255583
config: {'_L_in': 10, '_L_out': 1, 'l1': 32, 'dropout_prob': 0.37288241671787775, 'lr_mult': 5.251167900251978, 'batch_size': 8, 'epochs': 256, 'k_folds': 1, 'patience': 64, 'optimizer': 'Adam', 'sgd_momentum': 0.925546678557008}
Epoch: 1 | MeanAbsoluteError: 0.1788003742694855 | Loss: 0.0495152713142728 | Epoch: 2 | MeanAbsoluteError: 0.1484744995832443 | Loss: 0.0352569957950005 | Epoch: 3 | MeanAbsoluteError: 0.1437907963991165 | Loss: 0.0338486939374554 | Epoch: 4 |
MeanAbsoluteError: 0.1298568546772003 | Loss: 0.0271337932392367 | Epoch: 5 | MeanAbsoluteError: 0.1220112591981888 | Loss: 0.0238924099034385 | Epoch: 6 | MeanAbsoluteError: 0.1256590485572815 | Loss: 0.0246970759165522 | Epoch: 7 | MeanAbsoluteError: 0.1271134018898010 | Loss: 0.0258046697433058 | Epoch: 8 |
MeanAbsoluteError: 0.1174443811178207 | Loss: 0.0213969883165861 | Epoch: 9 | MeanAbsoluteError: 0.1049987301230431 | Loss: 0.0187767874143135 | Epoch: 10 | MeanAbsoluteError: 0.0970513373613358 | Loss: 0.0155399951373080 | Epoch: 11 | MeanAbsoluteError: 0.0996378734707832 | Loss: 0.0165102071753752 | Epoch: 12 |
MeanAbsoluteError: 0.0925909727811813 | Loss: 0.0149451987450256 | Epoch: 13 | MeanAbsoluteError: 0.0900110527873039 | Loss: 0.0134543035007817 | Epoch: 14 | MeanAbsoluteError: 0.0918070524930954 | Loss: 0.0133824798793189 | Epoch: 15 | MeanAbsoluteError: 0.0853181108832359 | Loss: 0.0111766204936430 | Epoch: 16 |
MeanAbsoluteError: 0.0869071856141090 | Loss: 0.0112271452273585 | Epoch: 17 | MeanAbsoluteError: 0.0818444117903709 | Loss: 0.0104420962927275 | Epoch: 18 | MeanAbsoluteError: 0.0807873457670212 | Loss: 0.0109589518611564 | Epoch: 19 | MeanAbsoluteError: 0.0886074677109718 | Loss: 0.0124582523774160 | Epoch: 20 |
MeanAbsoluteError: 0.0691571533679962 | Loss: 0.0086991865874121 | Epoch: 21 | MeanAbsoluteError: 0.0740849003195763 | Loss: 0.0100895385441713 | Epoch: 22 | MeanAbsoluteError: 0.0702500715851784 | Loss: 0.0090145933515343 | Epoch: 23 | MeanAbsoluteError: 0.0726152807474136 | Loss: 0.0088475783429060 | Epoch: 24 |
MeanAbsoluteError: 0.0651042386889458 | Loss: 0.0075447020415021 | Epoch: 25 | MeanAbsoluteError: 0.0639942884445190 | Loss: 0.0075745777193285 | Epoch: 26 | MeanAbsoluteError: 0.0751336291432381 | Loss: 0.0091181947010275 | Epoch: 27 | MeanAbsoluteError: 0.0695135220885277 | Loss: 0.0079060675588583 | Epoch: 28 |
MeanAbsoluteError: 0.0702764242887497 | Loss: 0.0082846923400403 | Epoch: 29 | MeanAbsoluteError: 0.0665449649095535 | Loss: 0.0075531119149865 | Epoch: 30 | MeanAbsoluteError: 0.0719570443034172 | Loss: 0.0091183335416166 | Epoch: 31 | MeanAbsoluteError: 0.0654135420918465 | Loss: 0.0075809256308467 | Epoch: 32 |
MeanAbsoluteError: 0.0676623135805130 | Loss: 0.0075514499667885 | Epoch: 33 | MeanAbsoluteError: 0.0580015294253826 | Loss: 0.0069734499250588 | Epoch: 34 | MeanAbsoluteError: 0.0545695498585701 | Loss: 0.0056960095535032 | Epoch: 35 | MeanAbsoluteError: 0.0634781941771507 | Loss: 0.0073325184394458 | Epoch: 36 |
MeanAbsoluteError: 0.0611042641103268 | Loss: 0.0063603241548040 | Epoch: 37 | MeanAbsoluteError: 0.0587673299014568 | Loss: 0.0067382957234881 | Epoch: 38 | MeanAbsoluteError: 0.0607418045401573 | Loss: 0.0067753561122931 | Epoch: 39 | MeanAbsoluteError: 0.0586076676845551 | Loss: 0.0067486781933296 | Epoch: 40 |
MeanAbsoluteError: 0.0556235313415527 | Loss: 0.0056541893833415 | Epoch: 41 | MeanAbsoluteError: 0.0528657436370850 | Loss: 0.0060976605102616 | Epoch: 42 | MeanAbsoluteError: 0.0623977743089199 | Loss: 0.0059548661014751 | Epoch: 43 | MeanAbsoluteError: 0.0576801672577858 | Loss: 0.0058120296759482 | Epoch: 44 |
MeanAbsoluteError: 0.0617263615131378 | Loss: 0.0063483300955819 | Epoch: 45 | MeanAbsoluteError: 0.0555348284542561 | Loss: 0.0054748593400674 | Epoch: 46 | MeanAbsoluteError: 0.0608731508255005 | Loss: 0.0070327689080793 | Epoch: 47 | MeanAbsoluteError: 0.0570939891040325 | Loss: 0.0054438970247774 | Epoch: 48 |
MeanAbsoluteError: 0.0587859973311424 | Loss: 0.0059289421739155 | Epoch: 49 | MeanAbsoluteError: 0.0591227412223816 | Loss: 0.0063783441743764 | Epoch: 50 | MeanAbsoluteError: 0.0494535341858864 | Loss: 0.0045940379143423 | Epoch: 51 | MeanAbsoluteError: 0.0518842563033104 | Loss: 0.0053058772004749 | Epoch: 52 |
MeanAbsoluteError: 0.0701239928603172 | Loss: 0.0076898326913483 | Epoch: 53 | MeanAbsoluteError: 0.0488914698362350 | Loss: 0.0047377705295252 | Epoch: 54 | MeanAbsoluteError: 0.0593264587223530 | Loss: 0.0058872234535796 | Epoch: 55 | MeanAbsoluteError: 0.0516217499971390 | Loss: 0.0053266753062704 | Epoch: 56 |
MeanAbsoluteError: 0.0498078912496567 | Loss: 0.0047875959625296 | Epoch: 57 | MeanAbsoluteError: 0.0520175099372864 | Loss: 0.0056076840685962 | Epoch: 58 | MeanAbsoluteError: 0.0510582365095615 | Loss: 0.0051449965593699 | Epoch: 59 | MeanAbsoluteError: 0.0585960447788239 | Loss: 0.0061260902163524 | Epoch: 60 |
MeanAbsoluteError: 0.0459827110171318 | Loss: 0.0049303178246574 | Epoch: 61 | MeanAbsoluteError: 0.0439704582095146 | Loss: 0.0043098582058232 | Epoch: 62 | MeanAbsoluteError: 0.0548916608095169 | Loss: 0.0056283151099801 | Epoch: 63 | MeanAbsoluteError: 0.0473905280232430 | Loss: 0.0043927040548480 | Epoch: 64 |
MeanAbsoluteError: 0.0602939277887344 | Loss: 0.0059366704448812 | Epoch: 65 | MeanAbsoluteError: 0.0555891245603561 | Loss: 0.0052891807894124 | Epoch: 66 | MeanAbsoluteError: 0.0440952852368355 | Loss: 0.0043026893476245 | Epoch: 67 | MeanAbsoluteError: 0.0462158843874931 | Loss: 0.0049354237608465 | Epoch: 68 |
MeanAbsoluteError: 0.0489712730050087 | Loss: 0.0058278386652666 | Epoch: 69 | MeanAbsoluteError: 0.0533244609832764 | Loss: 0.0050766499786589 | Epoch: 70 | MeanAbsoluteError: 0.0457734689116478 | Loss: 0.0048989663758364 | Epoch: 71 | MeanAbsoluteError: 0.0566029436886311 | Loss: 0.0058291288135622 | Epoch: 72 |
MeanAbsoluteError: 0.0550025887787342 | Loss: 0.0054458027221508 | Epoch: 73 | MeanAbsoluteError: 0.0439804270863533 | Loss: 0.0040467973740306 | Epoch: 74 | MeanAbsoluteError: 0.0517812818288803 | Loss: 0.0055495534416925 | Epoch: 75 | MeanAbsoluteError: 0.0508720688521862 | Loss: 0.0055459603195471 | Epoch: 76 |
MeanAbsoluteError: 0.0500964149832726 | Loss: 0.0047584191718335 | Epoch: 77 | MeanAbsoluteError: 0.0627663582563400 | Loss: 0.0080490499109912 | Epoch: 78 | MeanAbsoluteError: 0.0503186136484146 | Loss: 0.0055362482173797 | Epoch: 79 | MeanAbsoluteError: 0.0533462576568127 | Loss: 0.0060468623261458 | Epoch: 80 |
MeanAbsoluteError: 0.0496645607054234 | Loss: 0.0055797339576346 | Epoch: 81 | MeanAbsoluteError: 0.0587679669260979 | Loss: 0.0076378562049573 | Epoch: 82 | MeanAbsoluteError: 0.0644006058573723 | Loss: 0.0070087496944899 | Epoch: 83 | MeanAbsoluteError: 0.0528826713562012 | Loss: 0.0057493814107913 | Epoch: 84 |
MeanAbsoluteError: 0.0499895811080933 | Loss: 0.0047790685815639 | Epoch: 85 | MeanAbsoluteError: 0.0477929934859276 | Loss: 0.0049858797268060 | Epoch: 86 | MeanAbsoluteError: 0.0580549426376820 | Loss: 0.0057543204855296 | Epoch: 87 | MeanAbsoluteError: 0.0584454424679279 | Loss: 0.0063368780232084 | Epoch: 88 |
MeanAbsoluteError: 0.0523155555129051 | Loss: 0.0059390475599732 | Epoch: 89 | MeanAbsoluteError: 0.0520558059215546 | Loss: 0.0058749795578861 | Epoch: 90 | MeanAbsoluteError: 0.0463036373257637 | Loss: 0.0038127907786187 | Epoch: 91 | MeanAbsoluteError: 0.0493869706988335 | Loss: 0.0053666591457410 | Epoch: 92 |
MeanAbsoluteError: 0.0442037358880043 | Loss: 0.0046364528365972 | Epoch: 93 | MeanAbsoluteError: 0.0530945323407650 | Loss: 0.0058990439099848 | Epoch: 94 | MeanAbsoluteError: 0.0468620881438255 | Loss: 0.0048464517902558 | Epoch: 95 | MeanAbsoluteError: 0.0498133674263954 | Loss: 0.0054202044595609 | Epoch: 96 |
MeanAbsoluteError: 0.0595665499567986 | Loss: 0.0063402700164404 | Epoch: 97 | MeanAbsoluteError: 0.0507498271763325 | Loss: 0.0047715200236876 | Epoch: 98 | MeanAbsoluteError: 0.0501660071313381 | Loss: 0.0053612040003492 | Epoch: 99 | MeanAbsoluteError: 0.0480739511549473 | Loss: 0.0047944725631264 | Epoch: 100 |
MeanAbsoluteError: 0.0485140010714531 | Loss: 0.0042178012418414 | Epoch: 101 | MeanAbsoluteError: 0.0611505769193172 | Loss: 0.0068289857360804 | Epoch: 102 | MeanAbsoluteError: 0.0505498312413692 | Loss: 0.0050762250719249 | Epoch: 103 | MeanAbsoluteError: 0.0484622120857239 | Loss: 0.0042084197316159 | Epoch: 104 |
MeanAbsoluteError: 0.0553912557661533 | Loss: 0.0054599824269596 | Epoch: 105 | MeanAbsoluteError: 0.0409590452909470 | Loss: 0.0047228629214499 | Epoch: 106 | MeanAbsoluteError: 0.0535028092563152 | Loss: 0.0059362589220798 | Epoch: 107 | MeanAbsoluteError: 0.0463519841432571 | Loss: 0.0053539813793338 | Epoch: 108 |
MeanAbsoluteError: 0.0462686643004417 | Loss: 0.0045380837599575 | Epoch: 109 | MeanAbsoluteError: 0.0508206114172935 | Loss: 0.0047010108958746 | Epoch: 110 | MeanAbsoluteError: 0.0479105897247791 | Loss: 0.0051968404609636 | Epoch: 111 | MeanAbsoluteError: 0.0427098721265793 | Loss: 0.0044201499258634 | Epoch: 112 |
MeanAbsoluteError: 0.0460737310349941 | Loss: 0.0051655112375125 | Epoch: 113 | MeanAbsoluteError: 0.0650523602962494 | Loss: 0.0067283518912614 | Epoch: 114 | MeanAbsoluteError: 0.0423309914767742 | Loss: 0.0040139557593073 | Epoch: 115 | MeanAbsoluteError: 0.0486193150281906 | Loss: 0.0047400111578004 | Epoch: 116 |
MeanAbsoluteError: 0.0451689288020134 | Loss: 0.0036978110530120 | Epoch: 117 | MeanAbsoluteError: 0.0428737625479698 | Loss: 0.0037590979060808 | Epoch: 118 | MeanAbsoluteError: 0.0440466590225697 | Loss: 0.0036843878119008 | Epoch: 119 | MeanAbsoluteError: 0.0397822521626949 | Loss: 0.0035790438877915 | Epoch: 120 |
MeanAbsoluteError: 0.0549111887812614 | Loss: 0.0055069764731391 | Epoch: 121 | MeanAbsoluteError: 0.0479137152433395 | Loss: 0.0050247456284093 | Epoch: 122 | MeanAbsoluteError: 0.0442284457385540 | Loss: 0.0042157993402246 | Epoch: 123 | MeanAbsoluteError: 0.0512056723237038 | Loss: 0.0056185786302912 | Epoch: 124 |
MeanAbsoluteError: 0.0442824810743332 | Loss: 0.0044877662171769 | Epoch: 125 | MeanAbsoluteError: 0.0442082472145557 | Loss: 0.0042548820201773 | Epoch: 126 | MeanAbsoluteError: 0.0514594279229641 | Loss: 0.0049511027510131 | Epoch: 127 | MeanAbsoluteError: 0.0499363020062447 | Loss: 0.0044798523426595 | Epoch: 128 |
MeanAbsoluteError: 0.0461187921464443 | Loss: 0.0047382786418127 | Epoch: 129 | MeanAbsoluteError: 0.0533568896353245 | Loss: 0.0051233590991040 | Epoch: 130 | MeanAbsoluteError: 0.0505236089229584 | Loss: 0.0064623706842356 | Epoch: 131 | MeanAbsoluteError: 0.0488856509327888 | Loss: 0.0051083230125522 | Epoch: 132 |
MeanAbsoluteError: 0.0482578836381435 | Loss: 0.0051249735368305 | Epoch: 133 | MeanAbsoluteError: 0.0418444238603115 | Loss: 0.0031777717338532 | Epoch: 134 | MeanAbsoluteError: 0.0546250417828560 | Loss: 0.0058466261834837 | Epoch: 135 | MeanAbsoluteError: 0.0926701277494431 | Loss: 0.0120652922809026 | Epoch: 136 |
MeanAbsoluteError: 0.0541116334497929 | Loss: 0.0059903155626288 | Epoch: 137 | MeanAbsoluteError: 0.0416741259396076 | Loss: 0.0041229926129362 | Epoch: 138 | MeanAbsoluteError: 0.0435509495437145 | Loss: 0.0048651089700319 | Epoch: 139 | MeanAbsoluteError: 0.0443377010524273 | Loss: 0.0037267694592868 | Epoch: 140 |
MeanAbsoluteError: 0.0500821098685265 | Loss: 0.0048757645632385 | Epoch: 141 | MeanAbsoluteError: 0.0618361793458462 | Loss: 0.0071789838900594 | Epoch: 142 | MeanAbsoluteError: 0.0593284852802753 | Loss: 0.0074732272815278 | Epoch: 143 | MeanAbsoluteError: 0.0492683686316013 | Loss: 0.0051416600242527 | Epoch: 144 |
MeanAbsoluteError: 0.0541899614036083 | Loss: 0.0056043512733212 | Epoch: 145 | MeanAbsoluteError: 0.0544170364737511 | Loss: 0.0065898107315757 | Epoch: 146 | MeanAbsoluteError: 0.0621706955134869 | Loss: 0.0067471640313191 | Epoch: 147 | MeanAbsoluteError: 0.0710065364837646 | Loss: 0.0091246172975700 | Epoch: 148 |
MeanAbsoluteError: 0.0524544604122639 | Loss: 0.0064890929283329 | Epoch: 149 | MeanAbsoluteError: 0.0580127090215683 | Loss: 0.0078501763958852 | Epoch: 150 | MeanAbsoluteError: 0.0474566966295242 | Loss: 0.0056332595122512 | Epoch: 151 | MeanAbsoluteError: 0.0481439419090748 | Loss: 0.0058382279040463 | Epoch: 152 |
MeanAbsoluteError: 0.0486965738236904 | Loss: 0.0055117991808067 | Epoch: 153 | MeanAbsoluteError: 0.0507362857460976 | Loss: 0.0055018875711156 | Epoch: 154 | MeanAbsoluteError: 0.0505257211625576 | Loss: 0.0058545108553708 | Epoch: 155 | MeanAbsoluteError: 0.0600244849920273 | Loss: 0.0068716657666588 | Epoch: 156 |
MeanAbsoluteError: 0.0481324978172779 | Loss: 0.0048244536109881 | Epoch: 157 | MeanAbsoluteError: 0.0473736263811588 | Loss: 0.0054851596000126 | Epoch: 158 | MeanAbsoluteError: 0.0456356033682823 | Loss: 0.0050214195722028 | Epoch: 159 | MeanAbsoluteError: 0.0435530953109264 | Loss: 0.0043418077356795 | Epoch: 160 |
MeanAbsoluteError: 0.0477509796619415 | Loss: 0.0060095056867699 | Epoch: 161 | MeanAbsoluteError: 0.0524843074381351 | Loss: 0.0058893273633562 | Epoch: 162 | MeanAbsoluteError: 0.0499815084040165 | Loss: 0.0056886541546862 | Epoch: 163 | MeanAbsoluteError: 0.0437492430210114 | Loss: 0.0051457384696206 | Epoch: 164 |
MeanAbsoluteError: 0.0494947917759418 | Loss: 0.0051071424754091 | Epoch: 165 | MeanAbsoluteError: 0.0533304400742054 | Loss: 0.0066956794976968 | Epoch: 166 | MeanAbsoluteError: 0.0644447281956673 | Loss: 0.0076125916154859 | Epoch: 167 | MeanAbsoluteError: 0.0473401956260204 | Loss: 0.0066497268754143 | Epoch: 168 |
MeanAbsoluteError: 0.0472682490944862 | Loss: 0.0063506998520001 | Epoch: 169 | MeanAbsoluteError: 0.0492614880204201 | Loss: 0.0059984694863057 | Epoch: 170 | MeanAbsoluteError: 0.0503905005753040 | Loss: 0.0056042647644828 | Epoch: 171 | MeanAbsoluteError: 0.0442466735839844 | Loss: 0.0053956771673831 | Epoch: 172 |
MeanAbsoluteError: 0.0496078655123711 | Loss: 0.0051302352328907 | Epoch: 173 | MeanAbsoluteError: 0.0479540266096592 | Loss: 0.0049760512499090 | Epoch: 174 | MeanAbsoluteError: 0.0422492139041424 | Loss: 0.0045315861207200 | Epoch: 175 | MeanAbsoluteError: 0.0482688732445240 | Loss: 0.0055035228801180 | Epoch: 176 |
MeanAbsoluteError: 0.0436020791530609 | Loss: 0.0052246247880823 | Epoch: 177 | MeanAbsoluteError: 0.0564588420093060 | Loss: 0.0061533711467698 | Epoch: 178 | MeanAbsoluteError: 0.0508911497890949 | Loss: 0.0050301815897815 | Epoch: 179 | MeanAbsoluteError: 0.0672817230224609 | Loss: 0.0077458531381317 | Epoch: 180 |
MeanAbsoluteError: 0.0460721738636494 | Loss: 0.0047806577824399 | Epoch: 181 | MeanAbsoluteError: 0.0510121844708920 | Loss: 0.0060680349905804 | Epoch: 182 | MeanAbsoluteError: 0.0448247455060482 | Loss: 0.0046610297653579 | Epoch: 183 | MeanAbsoluteError: 0.0466562472283840 | Loss: 0.0050779630469869 | Epoch: 184 |
MeanAbsoluteError: 0.0489644929766655 | Loss: 0.0050565443923819 | Epoch: 185 | MeanAbsoluteError: 0.0575930327177048 | Loss: 0.0073179692814225 | Epoch: 186 | MeanAbsoluteError: 0.0580960139632225 | Loss: 0.0059634323674560 | Epoch: 187 | MeanAbsoluteError: 0.0423379130661488 | Loss: 0.0045391563915856 | Epoch: 188 |
MeanAbsoluteError: 0.0574076846241951 | Loss: 0.0059305921558438 | Epoch: 189 | MeanAbsoluteError: 0.0594052299857140 | Loss: 0.0082433239440434 | Epoch: 190 | MeanAbsoluteError: 0.0489445067942142 | Loss: 0.0046851342746155 | Epoch: 191 | MeanAbsoluteError: 0.0451365932822227 | Loss: 0.0043536202329530 | Epoch: 192 |
MeanAbsoluteError: 0.0540440678596497 | Loss: 0.0057669042366079 | Epoch: 193 | MeanAbsoluteError: 0.0509759001433849 | Loss: 0.0049522462772745 | Epoch: 194 | MeanAbsoluteError: 0.0445080734789371 | Loss: 0.0050656439852901 | Epoch: 195 |
MeanAbsoluteError: 0.0463104806840420 | Loss: 0.0058541475905498 | Epoch: 196 | MeanAbsoluteError: 0.0428176969289780 | Loss: 0.0048344730258625 | Epoch: 197 | MeanAbsoluteError: 0.0552312396466732 | Loss: 0.0064801622448661 | Early stopping at epoch 196
Returned to Spot: Validation loss: 0.006480162244866063
spotPython tuning: 0.0026928081229255583 [##--------] 21.75%
config: {'_L_in': 10, '_L_out': 1, 'l1': 32, 'dropout_prob': 0.4963545188846238, 'lr_mult': 2.30619801403408, 'batch_size': 8, 'epochs': 2048, 'k_folds': 1, 'patience': 64, 'optimizer': 'Adam', 'sgd_momentum': 0.7648944431996759}
Epoch: 1 | MeanAbsoluteError: 0.1445112526416779 | Loss: 0.0332820704206824 | Epoch: 2 | MeanAbsoluteError: 0.1355931162834167 | Loss: 0.0298400232078213 | Epoch: 3 | MeanAbsoluteError: 0.1335650980472565 | Loss: 0.0290617803601842 | Epoch: 4 |
MeanAbsoluteError: 0.1348835378885269 | Loss: 0.0290810958678393 | Epoch: 5 | MeanAbsoluteError: 0.1257081031799316 | Loss: 0.0240295848282250 | Epoch: 6 | MeanAbsoluteError: 0.1227420791983604 | Loss: 0.0239549448076440 | Epoch: 7 | MeanAbsoluteError: 0.1186374649405479 | Loss: 0.0210924580154058 | Epoch: 8 |
MeanAbsoluteError: 0.1107496097683907 | Loss: 0.0197842462282432 | Epoch: 9 | MeanAbsoluteError: 0.1091675162315369 | Loss: 0.0197294875734339 | Epoch: 10 | MeanAbsoluteError: 0.1129201129078865 | Loss: 0.0202298521211273 | Epoch: 11 | MeanAbsoluteError: 0.1076966747641563 | Loss: 0.0189989986952002 | Epoch: 12 |
MeanAbsoluteError: 0.1013517454266548 | Loss: 0.0161336000739156 | Epoch: 13 | MeanAbsoluteError: 0.1053119674324989 | Loss: 0.0171227594347377 | Epoch: 14 | MeanAbsoluteError: 0.0970462709665298 | Loss: 0.0150121678399094 | Epoch: 15 | MeanAbsoluteError: 0.0930029451847076 | Loss: 0.0146758258587828 | Epoch: 16 |
MeanAbsoluteError: 0.0950367376208305 | Loss: 0.0143309225708148 | Epoch: 17 | MeanAbsoluteError: 0.0951478257775307 | Loss: 0.0149966479665110 | Epoch: 18 | MeanAbsoluteError: 0.0922853350639343 | Loss: 0.0130760302019649 | Epoch: 19 | MeanAbsoluteError: 0.0895099788904190 | Loss: 0.0123937821603919 | Epoch: 20 |
MeanAbsoluteError: 0.0832956433296204 | Loss: 0.0108596876226856 | Epoch: 21 | MeanAbsoluteError: 0.0810806900262833 | Loss: 0.0111148868423985 | Epoch: 22 | MeanAbsoluteError: 0.0844098553061485 | Loss: 0.0109319090475573 | Epoch: 23 | MeanAbsoluteError: 0.0813331678509712 | Loss: 0.0112429540543082 | Epoch: 24 |
MeanAbsoluteError: 0.0803490355610847 | Loss: 0.0108466404612715 | Epoch: 25 | MeanAbsoluteError: 0.0786239355802536 | Loss: 0.0099694566543851 | Epoch: 26 | MeanAbsoluteError: 0.0880240052938461 | Loss: 0.0119001437897647 | Epoch: 27 | MeanAbsoluteError: 0.0737877562642097 | Loss: 0.0084494651711889 | Epoch: 28 |
MeanAbsoluteError: 0.0732731595635414 | Loss: 0.0096352956813797 | Epoch: 29 | MeanAbsoluteError: 0.0705563351511955 | Loss: 0.0083055865436204 | Epoch: 30 | MeanAbsoluteError: 0.0725688785314560 | Loss: 0.0090622492012029 | Epoch: 31 | MeanAbsoluteError: 0.0736944600939751 | Loss: 0.0084369094080390 | Epoch: 32 |
MeanAbsoluteError: 0.0681341886520386 | Loss: 0.0073999187504677 | Epoch: 33 | MeanAbsoluteError: 0.0570420511066914 | Loss: 0.0060372415755410 | Epoch: 34 | MeanAbsoluteError: 0.0666058510541916 | Loss: 0.0075596849170611 | Epoch: 35 | MeanAbsoluteError: 0.0653619691729546 | Loss: 0.0069728245113143 | Epoch: 36 |
MeanAbsoluteError: 0.0606943070888519 | Loss: 0.0063503252734479 | Epoch: 37 | MeanAbsoluteError: 0.0557897835969925 | Loss: 0.0057970621764023 | Epoch: 38 | MeanAbsoluteError: 0.0596126168966293 | Loss: 0.0061665684977350 | Epoch: 39 | MeanAbsoluteError: 0.0620498545467854 | Loss: 0.0065618791635834 | Epoch: 40 |
MeanAbsoluteError: 0.0598894879221916 | Loss: 0.0063304104811610 | Epoch: 41 | MeanAbsoluteError: 0.0549854226410389 | Loss: 0.0052400716905188 | Epoch: 42 | MeanAbsoluteError: 0.0663814768195152 | Loss: 0.0076143486382391 | Epoch: 43 | MeanAbsoluteError: 0.0653294995427132 | Loss: 0.0076031340408678 | Epoch: 44 |
MeanAbsoluteError: 0.0588328987360001 | Loss: 0.0060247682451614 | Epoch: 45 | MeanAbsoluteError: 0.0567927733063698 | Loss: 0.0059476567272979 | Epoch: 46 | MeanAbsoluteError: 0.0634067729115486 | Loss: 0.0067552808966292 | Epoch: 47 | MeanAbsoluteError: 0.0607420019805431 | Loss: 0.0061292744756333 | Epoch: 48 |
MeanAbsoluteError: 0.0538666918873787 | Loss: 0.0056135209528484 | Epoch: 49 | MeanAbsoluteError: 0.0489527210593224 | Loss: 0.0041298468453246 | Epoch: 50 | MeanAbsoluteError: 0.0594216585159302 | Loss: 0.0059090108184855 | Epoch: 51 | MeanAbsoluteError: 0.0513624809682369 | Loss: 0.0046073082760957 | Epoch: 52 |
MeanAbsoluteError: 0.0509896874427795 | Loss: 0.0051080561978252 | Epoch: 53 | MeanAbsoluteError: 0.0559132136404514 | Loss: 0.0061146089222013 | Epoch: 54 | MeanAbsoluteError: 0.0574104301631451 | Loss: 0.0057476794310404 | Epoch: 55 | MeanAbsoluteError: 0.0575681701302528 | Loss: 0.0055780699752320 | Epoch: 56 |
MeanAbsoluteError: 0.0504116043448448 | Loss: 0.0047406763371423 | Epoch: 57 | MeanAbsoluteError: 0.0579606182873249 | Loss: 0.0058420026800473 | Epoch: 58 | MeanAbsoluteError: 0.0540390089154243 | Loss: 0.0053513148450293 | Epoch: 59 | MeanAbsoluteError: 0.0514649674296379 | Loss: 0.0048829831196743 | Epoch: 60 |
MeanAbsoluteError: 0.0459657460451126 | Loss: 0.0041332440282292 | Epoch: 61 | MeanAbsoluteError: 0.0529360659420490 | Loss: 0.0048568615058780 | Epoch: 62 | MeanAbsoluteError: 0.0479884259402752 | Loss: 0.0044233066896834 | Epoch: 63 | MeanAbsoluteError: 0.0544039532542229 | Loss: 0.0049663110096988 | Epoch: 64 |
MeanAbsoluteError: 0.0488170608878136 | Loss: 0.0044584785967967 | Epoch: 65 | MeanAbsoluteError: 0.0559838227927685 | Loss: 0.0054894037066812 | Epoch: 66 | MeanAbsoluteError: 0.0636463463306427 | Loss: 0.0063847481352767 | Epoch: 67 | MeanAbsoluteError: 0.0493822768330574 | Loss: 0.0044754746547704 | Epoch: 68 |
MeanAbsoluteError: 0.0546382963657379 | Loss: 0.0053813544769869 | Epoch: 69 | MeanAbsoluteError: 0.0488552115857601 | Loss: 0.0052400177810341 | Epoch: 70 | MeanAbsoluteError: 0.0682816356420517 | Loss: 0.0073295428178665 | Epoch: 71 | MeanAbsoluteError: 0.0604398362338543 | Loss: 0.0060765127479834 | Epoch: 72 |
MeanAbsoluteError: 0.0490662530064583 | Loss: 0.0045370911922012 | Epoch: 73 | MeanAbsoluteError: 0.0505478680133820 | Loss: 0.0046048059501979 | Epoch: 74 | MeanAbsoluteError: 0.0624685399234295 | Loss: 0.0063393230206872 | Epoch: 75 | MeanAbsoluteError: 0.0530062913894653 | Loss: 0.0050595090280311 | Epoch: 76 |
MeanAbsoluteError: 0.0521521121263504 | Loss: 0.0050122040020621 | Epoch: 77 | MeanAbsoluteError: 0.0588915236294270 | Loss: 0.0061121175807018 | Epoch: 78 | MeanAbsoluteError: 0.0540672242641449 | Loss: 0.0052168395777699 | Epoch: 79 | MeanAbsoluteError: 0.0555727072060108 | Loss: 0.0054487874792693 | Epoch: 80 |
MeanAbsoluteError: 0.0526589863002300 | Loss: 0.0043027348338479 | Epoch: 81 | MeanAbsoluteError: 0.0533140599727631 | Loss: 0.0055384132183941 | Epoch: 82 | MeanAbsoluteError: 0.0494821965694427 | Loss: 0.0041473884423459 | Epoch: 83 | MeanAbsoluteError: 0.0526374280452728 | Loss: 0.0047222335614558 | Epoch: 84 |
MeanAbsoluteError: 0.0445261336863041 | Loss: 0.0035365770025620 | Epoch: 85 | MeanAbsoluteError: 0.0493604503571987 | Loss: 0.0044125484357784 | Epoch: 86 | MeanAbsoluteError: 0.0475554540753365 | Loss: 0.0038555737073215 | Epoch: 87 | MeanAbsoluteError: 0.0553306825459003 | Loss: 0.0053452758936481 | Epoch: 88 |
MeanAbsoluteError: 0.0584815666079521 | Loss: 0.0057560990650305 | Epoch: 89 | MeanAbsoluteError: 0.0549016334116459 | Loss: 0.0048397066451511 | Epoch: 90 | MeanAbsoluteError: 0.0474520139396191 | Loss: 0.0043389529087826 | Epoch: 91 | MeanAbsoluteError: 0.0482886135578156 | Loss: 0.0042966168058276 | Epoch: 92 |
MeanAbsoluteError: 0.0461248569190502 | Loss: 0.0037750517015076 | Epoch: 93 | MeanAbsoluteError: 0.0502140559256077 | Loss: 0.0041587947834112 | Epoch: 94 | MeanAbsoluteError: 0.0573170967400074 | Loss: 0.0056460617128515 | Epoch: 95 | MeanAbsoluteError: 0.0550860464572906 | Loss: 0.0051562234293669 | Epoch: 96 |
MeanAbsoluteError: 0.0481077879667282 | Loss: 0.0039671596176432 | Epoch: 97 | MeanAbsoluteError: 0.0487364381551743 | Loss: 0.0043772286260623 | Epoch: 98 | MeanAbsoluteError: 0.0519358031451702 | Loss: 0.0048246871110199 | Epoch: 99 | MeanAbsoluteError: 0.0575206503272057 | Loss: 0.0055777405688882 | Epoch: 100 |
MeanAbsoluteError: 0.0516895167529583 | Loss: 0.0045968089252710 | Epoch: 101 | MeanAbsoluteError: 0.0459341704845428 | Loss: 0.0040134824628599 | Epoch: 102 | MeanAbsoluteError: 0.0508887395262718 | Loss: 0.0048104918708927 | Epoch: 103 | MeanAbsoluteError: 0.0446634627878666 | Loss: 0.0033371507844621 | Epoch: 104 |
MeanAbsoluteError: 0.0480608381330967 | Loss: 0.0042143047581990 | Epoch: 105 | MeanAbsoluteError: 0.0450639724731445 | Loss: 0.0037420395942478 | Epoch: 106 | MeanAbsoluteError: 0.0520322769880295 | Loss: 0.0047408946174025 | Epoch: 107 | MeanAbsoluteError: 0.0524176880717278 | Loss: 0.0052128787608940 | Epoch: 108 |
MeanAbsoluteError: 0.0483536869287491 | Loss: 0.0039200340030029 | Epoch: 109 | MeanAbsoluteError: 0.0436943136155605 | Loss: 0.0038326450066004 | Epoch: 110 | MeanAbsoluteError: 0.0455863885581493 | Loss: 0.0040165322333403 | Epoch: 111 | MeanAbsoluteError: 0.0540837235748768 | Loss: 0.0052114292966986 | Epoch: 112 |
MeanAbsoluteError: 0.0481110811233521 | Loss: 0.0050095674064084 | Epoch: 113 | MeanAbsoluteError: 0.0529083311557770 | Loss: 0.0049460196781805 | Epoch: 114 | MeanAbsoluteError: 0.0477158054709435 | Loss: 0.0050256374379387 | Epoch: 115 | MeanAbsoluteError: 0.0449558086693287 | Loss: 0.0041369791357092 | Epoch: 116 |
MeanAbsoluteError: 0.0480180345475674 | Loss: 0.0041182890984744 | Epoch: 117 | MeanAbsoluteError: 0.0551816932857037 | Loss: 0.0051125202796692 | Epoch: 118 | MeanAbsoluteError: 0.0564595535397530 | Loss: 0.0057688546244447 | Epoch: 119 | MeanAbsoluteError: 0.0487187020480633 | Loss: 0.0046125254609107 | Epoch: 120 |
MeanAbsoluteError: 0.0471959076821804 | Loss: 0.0043777440533679 | Epoch: 121 | MeanAbsoluteError: 0.0462834388017654 | Loss: 0.0035297710610872 | Epoch: 122 | MeanAbsoluteError: 0.0604779049754143 | Loss: 0.0057392957724484 | Epoch: 123 | MeanAbsoluteError: 0.0494473390281200 | Loss: 0.0037965436073902 | Epoch: 124 |
MeanAbsoluteError: 0.0518596209585667 | Loss: 0.0048599343373146 | Epoch: 125 | MeanAbsoluteError: 0.0511408522725105 | Loss: 0.0043527099156850 | Epoch: 126 | MeanAbsoluteError: 0.0590190552175045 | Loss: 0.0060206717829906 | Epoch: 127 | MeanAbsoluteError: 0.0619754344224930 | Loss: 0.0064173482854753 | Epoch: 128 |
MeanAbsoluteError: 0.0501530468463898 | Loss: 0.0047785232921964 | Epoch: 129 | MeanAbsoluteError: 0.0478816777467728 | Loss: 0.0042783977742625 | Epoch: 130 | MeanAbsoluteError: 0.0539482235908508 | Loss: 0.0050610459048154 | Epoch: 131 | MeanAbsoluteError: 0.0477845109999180 | Loss: 0.0042853091359384 | Epoch: 132 |
MeanAbsoluteError: 0.0510971061885357 | Loss: 0.0044859063591024 | Epoch: 133 | MeanAbsoluteError: 0.0480275042355061 | Loss: 0.0041628436837958 | Epoch: 134 | MeanAbsoluteError: 0.0514216311275959 | Loss: 0.0049327115917358 | Epoch: 135 | MeanAbsoluteError: 0.0582421496510506 | Loss: 0.0051135444327405 | Epoch: 136 |
MeanAbsoluteError: 0.0516047365963459 | Loss: 0.0043707964482325 | Epoch: 137 | MeanAbsoluteError: 0.0425158105790615 | Loss: 0.0035277401483128 | Epoch: 138 | MeanAbsoluteError: 0.0493979640305042 | Loss: 0.0045251211972515 | Epoch: 139 | MeanAbsoluteError: 0.0441518947482109 | Loss: 0.0037184906893679 | Epoch: 140 |
MeanAbsoluteError: 0.0582973547279835 | Loss: 0.0054465552889987 | Epoch: 141 | MeanAbsoluteError: 0.0519024729728699 | Loss: 0.0051040068869234 | Epoch: 142 | MeanAbsoluteError: 0.0528804101049900 | Loss: 0.0046749842402182 | Epoch: 143 | MeanAbsoluteError: 0.0503691360354424 | Loss: 0.0044208094293840 | Epoch: 144 |
MeanAbsoluteError: 0.0594334863126278 | Loss: 0.0060934619212180 | Epoch: 145 | MeanAbsoluteError: 0.0448886603116989 | Loss: 0.0036753435269929 | Epoch: 146 | MeanAbsoluteError: 0.0498350858688354 | Loss: 0.0045456553190505 | Epoch: 147 | MeanAbsoluteError: 0.0487548597157001 | Loss: 0.0042444908115278 | Epoch: 148 |
MeanAbsoluteError: 0.0649130120873451 | Loss: 0.0061742004916979 | Epoch: 149 | MeanAbsoluteError: 0.0454035140573978 | Loss: 0.0034167704702428 | Epoch: 150 | MeanAbsoluteError: 0.0504807010293007 | Loss: 0.0043602325328577 | Epoch: 151 | MeanAbsoluteError: 0.0508321113884449 | Loss: 0.0050566821921261 | Epoch: 152 |
MeanAbsoluteError: 0.0505737513303757 | Loss: 0.0043919861230901 | Epoch: 153 | MeanAbsoluteError: 0.0462934784591198 | Loss: 0.0038505013891202 | Epoch: 154 | MeanAbsoluteError: 0.0523270443081856 | Loss: 0.0043963562899367 | Epoch: 155 | MeanAbsoluteError: 0.0489914789795876 | Loss: 0.0048644252467631 | Epoch: 156 |
MeanAbsoluteError: 0.0453770533204079 | Loss: 0.0041492053852907 | Epoch: 157 | MeanAbsoluteError: 0.0483201555907726 | Loss: 0.0050053852150756 | Epoch: 158 | MeanAbsoluteError: 0.0492590479552746 | Loss: 0.0041773544538668 | Epoch: 159 | MeanAbsoluteError: 0.0495357997715473 | Loss: 0.0045022874500750 | Epoch: 160 |
MeanAbsoluteError: 0.0449782982468605 | Loss: 0.0038336778800984 | Epoch: 161 | MeanAbsoluteError: 0.0449270159006119 | Loss: 0.0037534266333463 | Epoch: 162 | MeanAbsoluteError: 0.0478990301489830 | Loss: 0.0039296186204362 | Epoch: 163 | MeanAbsoluteError: 0.0404757000505924 | Loss: 0.0033738767930405 | Epoch: 164 |
MeanAbsoluteError: 0.0441668108105659 | Loss: 0.0034728734853592 | Epoch: 165 | MeanAbsoluteError: 0.0559108853340149 | Loss: 0.0057448442109346 | Epoch: 166 | MeanAbsoluteError: 0.0594354197382927 | Loss: 0.0053861783296605 | Epoch: 167 | MeanAbsoluteError: 0.0476232133805752 | Loss: 0.0046751723221908 | Early stopping at epoch 166
Returned to Spot: Validation loss: 0.0046751723221907585
spotPython tuning: 0.0026928081229255583 [####------] 40.98%
config: {'_L_in': 10, '_L_out': 1, 'l1': 32, 'dropout_prob': 0.5193951384270946, 'lr_mult': 0.5759385081082424, 'batch_size': 8, 'epochs': 2048, 'k_folds': 1, 'patience': 64, 'optimizer': 'Adam', 'sgd_momentum': 0.6612711616550582}
Epoch: 1 | MeanAbsoluteError: 0.2045582979917526 | Loss: 0.0664565464187609 | Epoch: 2 | MeanAbsoluteError: 0.2171531468629837 | Loss: 0.0751113750432667 | Epoch: 3 | MeanAbsoluteError: 0.1902566552162170 | Loss: 0.0559820683035803 | Epoch: 4 |
MeanAbsoluteError: 0.1910177916288376 | Loss: 0.0562048046359498 | Epoch: 5 | MeanAbsoluteError: 0.1716200113296509 | Loss: 0.0459898313458421 | Epoch: 6 | MeanAbsoluteError: 0.1796826571226120 | Loss: 0.0512229447302065 | Epoch: 7 | MeanAbsoluteError: 0.1711835414171219 | Loss: 0.0434792472147628 | Epoch: 8 |
MeanAbsoluteError: 0.1753378510475159 | Loss: 0.0489750233429827 | Epoch: 9 | MeanAbsoluteError: 0.1685604751110077 | Loss: 0.0464607608798695 | Epoch: 10 | MeanAbsoluteError: 0.1590208411216736 | Loss: 0.0404295806135786 | Epoch: 11 | MeanAbsoluteError: 0.1504978537559509 | Loss: 0.0358028350839097 | Epoch: 12 |
MeanAbsoluteError: 0.1595379263162613 | Loss: 0.0407867857843245 | Epoch: 13 | MeanAbsoluteError: 0.1536683291196823 | Loss: 0.0386660173780432 | Epoch: 14 | MeanAbsoluteError: 0.1561008244752884 | Loss: 0.0378163780919031 | Epoch: 15 | MeanAbsoluteError: 0.1555273383855820 | Loss: 0.0392864714376628 | Epoch: 16 |
MeanAbsoluteError: 0.1513137668371201 | Loss: 0.0371768501538195 | Epoch: 17 | MeanAbsoluteError: 0.1419540047645569 | Loss: 0.0307963931638944 | Epoch: 18 | MeanAbsoluteError: 0.1480831205844879 | Loss: 0.0343313964917079 | Epoch: 19 | MeanAbsoluteError: 0.1465393900871277 | Loss: 0.0341880853827062 | Epoch: 20 |
MeanAbsoluteError: 0.1473562270402908 | Loss: 0.0321381021609628 | Epoch: 21 | MeanAbsoluteError: 0.1476230174303055 | Loss: 0.0352126380771791 | Epoch: 22 | MeanAbsoluteError: 0.1320648342370987 | Loss: 0.0281723092898334 | Epoch: 23 | MeanAbsoluteError: 0.1353592425584793 | Loss: 0.0292559434953881 | Epoch: 24 |
MeanAbsoluteError: 0.1300944834947586 | Loss: 0.0280407096479872 | Epoch: 25 | MeanAbsoluteError: 0.1317217946052551 | Loss: 0.0286467326314826 | Epoch: 26 | MeanAbsoluteError: 0.1259917318820953 | Loss: 0.0256623011695123 | Epoch: 27 | MeanAbsoluteError: 0.1372796446084976 | Loss: 0.0300934367543577 | Epoch: 28 |
MeanAbsoluteError: 0.1406313776969910 | Loss: 0.0303486459153263 | Epoch: 29 | MeanAbsoluteError: 0.1236243918538094 | Loss: 0.0265465958999764 | Epoch: 30 | MeanAbsoluteError: 0.1307795941829681 | Loss: 0.0265651941789608 | Epoch: 31 | MeanAbsoluteError: 0.1281430125236511 | Loss: 0.0260540697306983 | Epoch: 32 |
MeanAbsoluteError: 0.1270732581615448 | Loss: 0.0253277545378200 | Epoch: 33 | MeanAbsoluteError: 0.1305359154939651 | Loss: 0.0269775797220829 | Epoch: 34 | MeanAbsoluteError: 0.1263422518968582 | Loss: 0.0269512461841499 | Epoch: 35 | MeanAbsoluteError: 0.1268246024847031 | Loss: 0.0256807595540426 | Epoch: 36 |
MeanAbsoluteError: 0.1209264621138573 | Loss: 0.0228760515609266 | Epoch: 37 | MeanAbsoluteError: 0.1128260642290115 | Loss: 0.0198833252989540 | Epoch: 38 | MeanAbsoluteError: 0.1216493472456932 | Loss: 0.0235985981692609 | Epoch: 39 | MeanAbsoluteError: 0.1263959556818008 | Loss: 0.0249965360731279 | Epoch: 40 |
MeanAbsoluteError: 0.1141894161701202 | Loss: 0.0209585432771985 | Epoch: 41 | MeanAbsoluteError: 0.1172092407941818 | Loss: 0.0218800161475022 | Epoch: 42 | MeanAbsoluteError: 0.1124115884304047 | Loss: 0.0207972639534426 | Epoch: 43 | MeanAbsoluteError: 0.1182216480374336 | Loss: 0.0233161252874293 | Epoch: 44 |
MeanAbsoluteError: 0.1178560405969620 | Loss: 0.0212417750276233 | Epoch: 45 | MeanAbsoluteError: 0.1149980276823044 | Loss: 0.0203813470434397 | Epoch: 46 | MeanAbsoluteError: 0.1118010729551315 | Loss: 0.0208571324198458 | Epoch: 47 | MeanAbsoluteError: 0.1101400405168533 | Loss: 0.0188273972966463 | Epoch: 48 |
MeanAbsoluteError: 0.1098902374505997 | Loss: 0.0199643646636488 | Epoch: 49 | MeanAbsoluteError: 0.1115574762225151 | Loss: 0.0211675311806367 | Epoch: 50 | MeanAbsoluteError: 0.1102382019162178 | Loss: 0.0193559989811068 | Epoch: 51 | MeanAbsoluteError: 0.1122766733169556 | Loss: 0.0196819863355670 | Epoch: 52 |
MeanAbsoluteError: 0.1039528325200081 | Loss: 0.0177447431794319 | Epoch: 53 | MeanAbsoluteError: 0.1173311099410057 | Loss: 0.0224969784582132 | Epoch: 54 | MeanAbsoluteError: 0.1045069471001625 | Loss: 0.0184317956568281 | Epoch: 55 | MeanAbsoluteError: 0.1062532514333725 | Loss: 0.0177454736671950 | Epoch: 56 |
MeanAbsoluteError: 0.1023848801851273 | Loss: 0.0174858941892652 | Epoch: 57 | MeanAbsoluteError: 0.1003846302628517 | Loss: 0.0160905395781523 | Epoch: 58 | MeanAbsoluteError: 0.1054382771253586 | Loss: 0.0179287127317174 | Epoch: 59 | MeanAbsoluteError: 0.1092285513877869 | Loss: 0.0183372822541155 | Epoch: 60 |
MeanAbsoluteError: 0.1069116741418839 | Loss: 0.0173995994448074 | Epoch: 61 | MeanAbsoluteError: 0.1035945490002632 | Loss: 0.0163810187828188 | Epoch: 62 | MeanAbsoluteError: 0.0968707576394081 | Loss: 0.0146630028887701 | Epoch: 63 | MeanAbsoluteError: 0.0978786721825600 | Loss: 0.0163969460654220 | Epoch: 64 |
MeanAbsoluteError: 0.0986272022128105 | Loss: 0.0167760063624500 | Epoch: 65 | MeanAbsoluteError: 0.1000781133770943 | Loss: 0.0159236612901288 | Epoch: 66 | MeanAbsoluteError: 0.0936114788055420 | Loss: 0.0137328956717331 | Epoch: 67 | MeanAbsoluteError: 0.0979457050561905 | Loss: 0.0158065555151552 | Epoch: 68 |
MeanAbsoluteError: 0.0913032442331314 | Loss: 0.0140504537542400 | Epoch: 69 | MeanAbsoluteError: 0.0996517315506935 | Loss: 0.0158510952942858 | Epoch: 70 | MeanAbsoluteError: 0.0929025486111641 | Loss: 0.0141260376518690 | Epoch: 71 | MeanAbsoluteError: 0.0939294695854187 | Loss: 0.0144792887210650 | Epoch: 72 |
MeanAbsoluteError: 0.0944542437791824 | Loss: 0.0150603035550663 | Epoch: 73 | MeanAbsoluteError: 0.0973372682929039 | Loss: 0.0149351826219476 | Epoch: 74 | MeanAbsoluteError: 0.0914822816848755 | Loss: 0.0131802312220986 | Epoch: 75 | MeanAbsoluteError: 0.0858394280076027 | Loss: 0.0117626171589731 | Epoch: 76 |
MeanAbsoluteError: 0.0853340625762939 | Loss: 0.0124636394412894 | Epoch: 77 | MeanAbsoluteError: 0.0921071693301201 | Loss: 0.0137760115566810 | Epoch: 78 | MeanAbsoluteError: 0.0874209553003311 | Loss: 0.0134109858251912 | Epoch: 79 | MeanAbsoluteError: 0.0890191048383713 | Loss: 0.0132469563365081 | Epoch: 80 |
MeanAbsoluteError: 0.0882180333137512 | Loss: 0.0127548224746103 | Epoch: 81 | MeanAbsoluteError: 0.0833838954567909 | Loss: 0.0114171365275979 | Epoch: 82 | MeanAbsoluteError: 0.0874118357896805 | Loss: 0.0132195222234402 | Epoch: 83 | MeanAbsoluteError: 0.0915939211845398 | Loss: 0.0134646123961398 | Epoch: 84 |
MeanAbsoluteError: 0.0917182862758636 | Loss: 0.0138449092659070 | Epoch: 85 | MeanAbsoluteError: 0.0859638229012489 | Loss: 0.0122196747229042 | Epoch: 86 | MeanAbsoluteError: 0.0817820429801941 | Loss: 0.0108543711310056 | Epoch: 87 | MeanAbsoluteError: 0.0819408372044563 | Loss: 0.0117488127495897 | Epoch: 88 |
MeanAbsoluteError: 0.0864305123686790 | Loss: 0.0123263411285160 | Epoch: 89 | MeanAbsoluteError: 0.0836956948041916 | Loss: 0.0128242443744583 | Epoch: 90 | MeanAbsoluteError: 0.0871646255254745 | Loss: 0.0125961908457899 | Epoch: 91 | MeanAbsoluteError: 0.0871865525841713 | Loss: 0.0126996123121659 | Epoch: 92 |
MeanAbsoluteError: 0.0825461000204086 | Loss: 0.0119049466631718 | Epoch: 93 | MeanAbsoluteError: 0.0846775919198990 | Loss: 0.0119895527543696 | Epoch: 94 | MeanAbsoluteError: 0.0818405821919441 | Loss: 0.0112402216641625 | Epoch: 95 | MeanAbsoluteError: 0.0781301334500313 | Loss: 0.0103700080224754 | Epoch: 96 |
MeanAbsoluteError: 0.0813701599836349 | Loss: 0.0110942369302441 | Epoch: 97 | MeanAbsoluteError: 0.0796420574188232 | Loss: 0.0098232554124766 | Epoch: 98 | MeanAbsoluteError: 0.0799898505210876 | Loss: 0.0104277771866978 | Epoch: 99 | MeanAbsoluteError: 0.0783088952302933 | Loss: 0.0095933907256327 | Epoch: 100 |
MeanAbsoluteError: 0.0801916867494583 | Loss: 0.0106696032330786 | Epoch: 101 | MeanAbsoluteError: 0.0788465812802315 | Loss: 0.0098391233998547 | Epoch: 102 | MeanAbsoluteError: 0.0788943767547607 | Loss: 0.0103647874263850 | Epoch: 103 | MeanAbsoluteError: 0.0762783214449883 | Loss: 0.0102354946583019 | Epoch: 104 |
MeanAbsoluteError: 0.0757830590009689 | Loss: 0.0099454872359179 | Epoch: 105 | MeanAbsoluteError: 0.0769040510058403 | Loss: 0.0098378891860576 | Epoch: 106 | MeanAbsoluteError: 0.0773427188396454 | Loss: 0.0099096841938598 | Epoch: 107 | MeanAbsoluteError: 0.0775219723582268 | Loss: 0.0101655593270583 | Epoch: 108 |
MeanAbsoluteError: 0.0778258442878723 | Loss: 0.0106045169002180 | Epoch: 109 | MeanAbsoluteError: 0.0725799053907394 | Loss: 0.0095307056632775 | Epoch: 110 | MeanAbsoluteError: 0.0798923075199127 | Loss: 0.0105437937891111 | Epoch: 111 | MeanAbsoluteError: 0.0790480151772499 | Loss: 0.0105331532540731 | Epoch: 112 |
MeanAbsoluteError: 0.0732189044356346 | Loss: 0.0090473812551385 | Epoch: 113 | MeanAbsoluteError: 0.0749660730361938 | Loss: 0.0091842609384146 | Epoch: 114 | MeanAbsoluteError: 0.0694784522056580 | Loss: 0.0084311788224640 | Epoch: 115 | MeanAbsoluteError: 0.0742352604866028 | Loss: 0.0094033768829448 | Epoch: 116 |
MeanAbsoluteError: 0.0734540075063705 | Loss: 0.0094991333133198 | Epoch: 117 | MeanAbsoluteError: 0.0763663053512573 | Loss: 0.0100979120225499 | Epoch: 118 | MeanAbsoluteError: 0.0708634033799171 | Loss: 0.0089271486565275 | Epoch: 119 | MeanAbsoluteError: 0.0679935887455940 | Loss: 0.0081492581092262 | Epoch: 120 |
MeanAbsoluteError: 0.0694913640618324 | Loss: 0.0082280009825665 | Epoch: 121 | MeanAbsoluteError: 0.0704921036958694 | Loss: 0.0084463975661875 | Epoch: 122 | MeanAbsoluteError: 0.0717147439718246 | Loss: 0.0100720710439706 | Epoch: 123 | MeanAbsoluteError: 0.0692954659461975 | Loss: 0.0089033561587138 | Epoch: 124 |
MeanAbsoluteError: 0.0718271508812904 | Loss: 0.0085537336095800 | Epoch: 125 | MeanAbsoluteError: 0.0704684704542160 | Loss: 0.0085429696114979 | Epoch: 126 | MeanAbsoluteError: 0.0693241879343987 | Loss: 0.0082193480461444 | Epoch: 127 | MeanAbsoluteError: 0.0720877349376678 | Loss: 0.0093890272393382 | Epoch: 128 |
MeanAbsoluteError: 0.0683174282312393 | Loss: 0.0085435692760113 | Epoch: 129 | MeanAbsoluteError: 0.0722929090261459 | Loss: 0.0094837174370983 | Epoch: 130 | MeanAbsoluteError: 0.0720413327217102 | Loss: 0.0087242809210071 | Epoch: 131 | MeanAbsoluteError: 0.0680722072720528 | Loss: 0.0085204892859206 | Epoch: 132 |
MeanAbsoluteError: 0.0710822790861130 | Loss: 0.0081166674683214 | Epoch: 133 | MeanAbsoluteError: 0.0692225992679596 | Loss: 0.0081180772486780 | Epoch: 134 | MeanAbsoluteError: 0.0677574574947357 | Loss: 0.0091031353743012 | Epoch: 135 | MeanAbsoluteError: 0.0706790313124657 | Loss: 0.0085258830926920 | Epoch: 136 |
MeanAbsoluteError: 0.0641743913292885 | Loss: 0.0071823637240174 | Epoch: 137 | MeanAbsoluteError: 0.0691457614302635 | Loss: 0.0084141201621510 | Epoch: 138 | MeanAbsoluteError: 0.0683356598019600 | Loss: 0.0082393928406466 | Epoch: 139 | MeanAbsoluteError: 0.0633533075451851 | Loss: 0.0070562994806096 | Epoch: 140 |
MeanAbsoluteError: 0.0660708844661713 | Loss: 0.0082464851561542 | Epoch: 141 | MeanAbsoluteError: 0.0660287514328957 | Loss: 0.0079252850754481 | Epoch: 142 | MeanAbsoluteError: 0.0615896545350552 | Loss: 0.0069893508273373 | Epoch: 143 | MeanAbsoluteError: 0.0656875222921371 | Loss: 0.0069864085097307 | Epoch: 144 |
MeanAbsoluteError: 0.0685102567076683 | Loss: 0.0080035296421939 | Epoch: 145 | MeanAbsoluteError: 0.0642851665616035 | Loss: 0.0074193401439851 | Epoch: 146 | MeanAbsoluteError: 0.0691228508949280 | Loss: 0.0085727646518008 | Epoch: 147 | MeanAbsoluteError: 0.0676110163331032 | Loss: 0.0077628214034791 | Epoch: 148 |
MeanAbsoluteError: 0.0660957396030426 | Loss: 0.0073654426071842 | Epoch: 149 | MeanAbsoluteError: 0.0627973899245262 | Loss: 0.0068502997470971 | Epoch: 150 | MeanAbsoluteError: 0.0714625641703606 | Loss: 0.0085073647619299 | Epoch: 151 | MeanAbsoluteError: 0.0655696690082550 | Loss: 0.0085433452883368 | Epoch: 152 |
MeanAbsoluteError: 0.0646360814571381 | Loss: 0.0070287899059047 | Epoch: 153 | MeanAbsoluteError: 0.0667133033275604 | Loss: 0.0074427158412475 | Epoch: 154 | MeanAbsoluteError: 0.0628070160746574 | Loss: 0.0076512539281363 | Epoch: 155 | MeanAbsoluteError: 0.0635056197643280 | Loss: 0.0070587545970308 | Epoch: 156 |
MeanAbsoluteError: 0.0651356354355812 | Loss: 0.0078756200505028 | Epoch: 157 | MeanAbsoluteError: 0.0660578161478043 | Loss: 0.0071462861225499 | Epoch: 158 | MeanAbsoluteError: 0.0642611533403397 | Loss: 0.0070337423607462 | Epoch: 159 | MeanAbsoluteError: 0.0646979585289955 | Loss: 0.0070060398889166 | Epoch: 160 |
MeanAbsoluteError: 0.0653013885021210 | Loss: 0.0081268845150541 | Epoch: 161 | MeanAbsoluteError: 0.0609768666327000 | Loss: 0.0068528527412318 | Epoch: 162 | MeanAbsoluteError: 0.0614423304796219 | Loss: 0.0066815378622299 | Epoch: 163 | MeanAbsoluteError: 0.0605393424630165 | Loss: 0.0064666358153581 | Epoch: 164 |
MeanAbsoluteError: 0.0630810558795929 | Loss: 0.0071575589980440 | Epoch: 165 | MeanAbsoluteError: 0.0644065588712692 | Loss: 0.0077560602037824 | Epoch: 166 | MeanAbsoluteError: 0.0623339079320431 | Loss: 0.0067092306041894 | Epoch: 167 | MeanAbsoluteError: 0.0650273188948631 | Loss: 0.0071217980186798 | Epoch: 168 |
MeanAbsoluteError: 0.0599445216357708 | Loss: 0.0061546276280607 | Epoch: 169 | MeanAbsoluteError: 0.0613158531486988 | Loss: 0.0065580537101548 | Epoch: 170 | MeanAbsoluteError: 0.0597055815160275 | Loss: 0.0059483514602394 | Epoch: 171 | MeanAbsoluteError: 0.0574085414409637 | Loss: 0.0065052565616114 | Epoch: 172 |
MeanAbsoluteError: 0.0617124997079372 | Loss: 0.0067949389738619 | Epoch: 173 | MeanAbsoluteError: 0.0608066171407700 | Loss: 0.0061361210261423 | Epoch: 174 | MeanAbsoluteError: 0.0600310899317265 | Loss: 0.0063320093077460 | Epoch: 175 | MeanAbsoluteError: 0.0639642924070358 | Loss: 0.0070078416304712 | Epoch: 176 |
MeanAbsoluteError: 0.0633501335978508 | Loss: 0.0070241107636033 | Epoch: 177 | MeanAbsoluteError: 0.0608059428632259 | Loss: 0.0066518901363260 | Epoch: 178 | MeanAbsoluteError: 0.0622788667678833 | Loss: 0.0068146677130196 | Epoch: 179 | MeanAbsoluteError: 0.0612077713012695 | Loss: 0.0077442545627587 | Epoch: 180 |
MeanAbsoluteError: 0.0621337257325649 | Loss: 0.0071094247426740 | Epoch: 181 | MeanAbsoluteError: 0.0590338595211506 | Loss: 0.0065332399665893 | Epoch: 182 | MeanAbsoluteError: 0.0646195784211159 | Loss: 0.0071703218180980 | Epoch: 183 | MeanAbsoluteError: 0.0631960257887840 | Loss: 0.0074875548184776 | Epoch: 184 |
MeanAbsoluteError: 0.0610930584371090 | Loss: 0.0069260394574437 | Epoch: 185 | MeanAbsoluteError: 0.0599422007799149 | Loss: 0.0072692063281705 | Epoch: 186 | MeanAbsoluteError: 0.0576072894036770 | Loss: 0.0067207298446814 | Epoch: 187 | MeanAbsoluteError: 0.0623949877917767 | Loss: 0.0072001506785838 | Epoch: 188 |
MeanAbsoluteError: 0.0617798678576946 | Loss: 0.0061570051337568 | Epoch: 189 | MeanAbsoluteError: 0.0619607344269753 | Loss: 0.0066297907461902 | Epoch: 190 | MeanAbsoluteError: 0.0564539097249508 | Loss: 0.0058271232134614 | Epoch: 191 | MeanAbsoluteError: 0.0616723299026489 | Loss: 0.0075304710021316 | Epoch: 192 |
MeanAbsoluteError: 0.0589235313236713 | Loss: 0.0064918373031297 | Epoch: 193 | MeanAbsoluteError: 0.0622260347008705 | Loss: 0.0071949902094754 | Epoch: 194 | MeanAbsoluteError: 0.0590490326285362 | Loss: 0.0061384921734172 | Epoch: 195 | MeanAbsoluteError: 0.0625202804803848 | Loss: 0.0077373363463649 | Epoch: 196 |
MeanAbsoluteError: 0.0576339289546013 | Loss: 0.0061987500306905 | Epoch: 197 | MeanAbsoluteError: 0.0571131147444248 | Loss: 0.0062265040408085 | Epoch: 198 | MeanAbsoluteError: 0.0599471963942051 | Loss: 0.0069374309509600 | Epoch: 199 | MeanAbsoluteError: 0.0603327676653862 | Loss: 0.0066292068314444 | Epoch: 200 |
MeanAbsoluteError: 0.0579970218241215 | Loss: 0.0061044869607462 | Epoch: 201 | MeanAbsoluteError: 0.0599905475974083 | Loss: 0.0067050733456486 | Epoch: 202 | MeanAbsoluteError: 0.0614159852266312 | Loss: 0.0072042858228087 | Epoch: 203 | MeanAbsoluteError: 0.0578341595828533 | Loss: 0.0065829421785709 | Epoch: 204 |
MeanAbsoluteError: 0.0577018037438393 | Loss: 0.0058304888110510 | Epoch: 205 | MeanAbsoluteError: 0.0563860014081001 | Loss: 0.0060047637609961 | Epoch: 206 | MeanAbsoluteError: 0.0605419799685478 | Loss: 0.0064006775746269 | Epoch: 207 | MeanAbsoluteError: 0.0658068954944611 | Loss: 0.0077923036021131 | Epoch: 208 |
MeanAbsoluteError: 0.0580926835536957 | Loss: 0.0059708368253747 | Epoch: 209 | MeanAbsoluteError: 0.0581137388944626 | Loss: 0.0066072738631383 | Epoch: 210 | MeanAbsoluteError: 0.0562309138476849 | Loss: 0.0061350039307543 | Epoch: 211 | MeanAbsoluteError: 0.0559477992355824 | Loss: 0.0064367847455862 | Epoch: 212 |
MeanAbsoluteError: 0.0563021078705788 | Loss: 0.0060838513676763 | Epoch: 213 | MeanAbsoluteError: 0.0592040680348873 | Loss: 0.0065276330539123 | Epoch: 214 | MeanAbsoluteError: 0.0570081248879433 | Loss: 0.0066300057974570 | Epoch: 215 | MeanAbsoluteError: 0.0599465370178223 | Loss: 0.0060183272274260 | Epoch: 216 |
MeanAbsoluteError: 0.0576203204691410 | Loss: 0.0058511221983568 | Epoch: 217 | MeanAbsoluteError: 0.0591285824775696 | Loss: 0.0063477795001266 | Epoch: 218 | MeanAbsoluteError: 0.0598197877407074 | Loss: 0.0070409843541902 | Epoch: 219 | MeanAbsoluteError: 0.0581089034676552 | Loss: 0.0062176288552827 | Epoch: 220 |
MeanAbsoluteError: 0.0573862344026566 | Loss: 0.0061964313423040 | Epoch: 221 | MeanAbsoluteError: 0.0545315220952034 | Loss: 0.0055756553713428 | Epoch: 222 | MeanAbsoluteError: 0.0535555630922318 | Loss: 0.0056067164589063 | Epoch: 223 | MeanAbsoluteError: 0.0574216917157173 | Loss: 0.0065291311107821 | Epoch: 224 |
MeanAbsoluteError: 0.0522734969854355 | Loss: 0.0047528204250787 | Epoch: 225 | MeanAbsoluteError: 0.0613566003739834 | Loss: 0.0063401581168077 | Epoch: 226 | MeanAbsoluteError: 0.0581550672650337 | Loss: 0.0063043694152791 | Epoch: 227 | MeanAbsoluteError: 0.0602180920541286 | Loss: 0.0064416037915324 | Epoch: 228 |
MeanAbsoluteError: 0.0627460703253746 | Loss: 0.0073557150347992 | Epoch: 229 | MeanAbsoluteError: 0.0606556124985218 | Loss: 0.0062335778738519 | Epoch: 230 | MeanAbsoluteError: 0.0520058237016201 | Loss: 0.0053953740111626 | Epoch: 231 | MeanAbsoluteError: 0.0612286888062954 | Loss: 0.0075627676591179 | Epoch: 232 |
MeanAbsoluteError: 0.0569234415888786 | Loss: 0.0060552851738114 | Epoch: 233 | MeanAbsoluteError: 0.0549749620258808 | Loss: 0.0053737692865788 | Epoch: 234 | MeanAbsoluteError: 0.0547900311648846 | Loss: 0.0053033482552947 | Epoch: 235 | MeanAbsoluteError: 0.0544002354145050 | Loss: 0.0052286531151223 | Epoch: 236 |
MeanAbsoluteError: 0.0562681891024113 | Loss: 0.0056024893174732 | Epoch: 237 | MeanAbsoluteError: 0.0612680315971375 | Loss: 0.0065844518708457 | Epoch: 238 | MeanAbsoluteError: 0.0571114346385002 | Loss: 0.0062357514673893 | Epoch: 239 | MeanAbsoluteError: 0.0575451515614986 | Loss: 0.0058805281081923 | Epoch: 240 |
MeanAbsoluteError: 0.0559863969683647 | Loss: 0.0058107872119811 | Epoch: 241 | MeanAbsoluteError: 0.0597157366573811 | Loss: 0.0062020936380386 | Epoch: 242 | MeanAbsoluteError: 0.0554095655679703 | Loss: 0.0060990020559218 | Epoch: 243 | MeanAbsoluteError: 0.0508533716201782 | Loss: 0.0047646714634826 | Epoch: 244 |
MeanAbsoluteError: 0.0568192787468433 | Loss: 0.0060923489938049 | Epoch: 245 | MeanAbsoluteError: 0.0577268972992897 | Loss: 0.0064545189563528 | Epoch: 246 | MeanAbsoluteError: 0.0547268874943256 | Loss: 0.0057728575714129 | Epoch: 247 | MeanAbsoluteError: 0.0572540163993835 | Loss: 0.0056374658628269 | Epoch: 248 |
MeanAbsoluteError: 0.0521886795759201 | Loss: 0.0053364766614610 | Epoch: 249 | MeanAbsoluteError: 0.0560475923120975 | Loss: 0.0065822289080212 | Epoch: 250 | MeanAbsoluteError: 0.0573076941072941 | Loss: 0.0062042174548352 | Epoch: 251 | MeanAbsoluteError: 0.0563167780637741 | Loss: 0.0069065159431806 | Epoch: 252 |
MeanAbsoluteError: 0.0577764399349689 | Loss: 0.0060992410749589 | Epoch: 253 | MeanAbsoluteError: 0.0545193180441856 | Loss: 0.0065235805676294 | Epoch: 254 | MeanAbsoluteError: 0.0587926246225834 | Loss: 0.0068132577243408 | Epoch: 255 | MeanAbsoluteError: 0.0542503744363785 | Loss: 0.0055862281273891 | Epoch: 256 |
MeanAbsoluteError: 0.0572753697633743 | Loss: 0.0064863086690342 | Epoch: 257 | MeanAbsoluteError: 0.0533645711839199 | Loss: 0.0056026324631315 | Epoch: 258 | MeanAbsoluteError: 0.0523100756108761 | Loss: 0.0050446732325087 | Epoch: 259 | MeanAbsoluteError: 0.0577649176120758 | Loss: 0.0061774578460149 | Epoch: 260 |
MeanAbsoluteError: 0.0547831989824772 | Loss: 0.0054930773300217 | Epoch: 261 | MeanAbsoluteError: 0.0550632588565350 | Loss: 0.0052494418893107 | Epoch: 262 | MeanAbsoluteError: 0.0622536353766918 | Loss: 0.0069729796500484 | Epoch: 263 | MeanAbsoluteError: 0.0557974353432655 | Loss: 0.0054601462953111 | Epoch: 264 |
MeanAbsoluteError: 0.0535519868135452 | Loss: 0.0055785962061858 | Epoch: 265 | MeanAbsoluteError: 0.0518876761198044 | Loss: 0.0051451524042549 | Epoch: 266 | MeanAbsoluteError: 0.0563549734652042 | Loss: 0.0055939802075859 | Epoch: 267 | MeanAbsoluteError: 0.0552962608635426 | Loss: 0.0058623214794543 | Epoch: 268 |
MeanAbsoluteError: 0.0549556538462639 | Loss: 0.0053635812456425 | Epoch: 269 | MeanAbsoluteError: 0.0546085797250271 | Loss: 0.0054289510099855 | Epoch: 270 | MeanAbsoluteError: 0.0529124028980732 | Loss: 0.0048587385957178 | Epoch: 271 | MeanAbsoluteError: 0.0576753430068493 | Loss: 0.0065279289265163 | Epoch: 272 |
MeanAbsoluteError: 0.0547669529914856 | Loss: 0.0053883662116469 | Epoch: 273 | MeanAbsoluteError: 0.0537675470113754 | Loss: 0.0055226873588062 | Epoch: 274 | MeanAbsoluteError: 0.0525390356779099 | Loss: 0.0050190083841842 | Epoch: 275 | MeanAbsoluteError: 0.0591459795832634 | Loss: 0.0063191837796598 | Epoch: 276 |
MeanAbsoluteError: 0.0563288368284702 | Loss: 0.0061593920507125 | Epoch: 277 | MeanAbsoluteError: 0.0524735115468502 | Loss: 0.0053021509374958 | Epoch: 278 | MeanAbsoluteError: 0.0513983443379402 | Loss: 0.0047332289426489 | Epoch: 279 | MeanAbsoluteError: 0.0547447316348553 | Loss: 0.0052317635609621 | Epoch: 280 |
MeanAbsoluteError: 0.0541355013847351 | Loss: 0.0058167553996961 | Epoch: 281 | MeanAbsoluteError: 0.0492964498698711 | Loss: 0.0045730204315317 | Epoch: 282 | MeanAbsoluteError: 0.0562447309494019 | Loss: 0.0055712333230890 | Epoch: 283 | MeanAbsoluteError: 0.0544481649994850 | Loss: 0.0053533476709976 | Epoch: 284 |
MeanAbsoluteError: 0.0518017709255219 | Loss: 0.0051799384726971 | Epoch: 285 | MeanAbsoluteError: 0.0615201368927956 | Loss: 0.0067805805899154 | Epoch: 286 | MeanAbsoluteError: 0.0551925860345364 | Loss: 0.0057699397270641 | Epoch: 287 | MeanAbsoluteError: 0.0527108572423458 | Loss: 0.0050078445178530 | Epoch: 288 |
MeanAbsoluteError: 0.0570776611566544 | Loss: 0.0066706597204565 | Epoch: 289 | MeanAbsoluteError: 0.0501575842499733 | Loss: 0.0050747628219573 | Epoch: 290 | MeanAbsoluteError: 0.0539694912731647 | Loss: 0.0056220701632188 | Epoch: 291 | MeanAbsoluteError: 0.0590302385389805 | Loss: 0.0064502601560793 | Epoch: 292 |
MeanAbsoluteError: 0.0528624914586544 | Loss: 0.0056434546560539 | Epoch: 293 | MeanAbsoluteError: 0.0588996745646000 | Loss: 0.0065863973271151 | Epoch: 294 | MeanAbsoluteError: 0.0558897331357002 | Loss: 0.0055175624530468 | Epoch: 295 | MeanAbsoluteError: 0.0562937930226326 | Loss: 0.0061784320308729 | Epoch: 296 |
MeanAbsoluteError: 0.0522351600229740 | Loss: 0.0052405085665860 | Epoch: 297 | MeanAbsoluteError: 0.0528365448117256 | Loss: 0.0048317715531754 | Epoch: 298 | MeanAbsoluteError: 0.0573235377669334 | Loss: 0.0060417504098855 | Epoch: 299 | MeanAbsoluteError: 0.0587856210768223 | Loss: 0.0071754715815922 | Epoch: 300 |
MeanAbsoluteError: 0.0527897663414478 | Loss: 0.0056169129491441 | Epoch: 301 | MeanAbsoluteError: 0.0491397567093372 | Loss: 0.0047406215070575 | Epoch: 302 | MeanAbsoluteError: 0.0499684736132622 | Loss: 0.0047815263571561 | Epoch: 303 | MeanAbsoluteError: 0.0503799393773079 | Loss: 0.0050195222444783 | Epoch: 304 |
MeanAbsoluteError: 0.0519566684961319 | Loss: 0.0053529620866022 | Epoch: 305 | MeanAbsoluteError: 0.0525524951517582 | Loss: 0.0047718349577687 | Epoch: 306 | MeanAbsoluteError: 0.0530807189643383 | Loss: 0.0053890769823307 | Epoch: 307 | MeanAbsoluteError: 0.0558630563318729 | Loss: 0.0063481902838440 | Epoch: 308 |
MeanAbsoluteError: 0.0506465509533882 | Loss: 0.0047495148135472 | Epoch: 309 | MeanAbsoluteError: 0.0546940751373768 | Loss: 0.0064417010657244 | Epoch: 310 | MeanAbsoluteError: 0.0494024343788624 | Loss: 0.0046881875421509 | Epoch: 311 | MeanAbsoluteError: 0.0590305067598820 | Loss: 0.0063808917582623 | Epoch: 312 |
MeanAbsoluteError: 0.0526258610188961 | Loss: 0.0050752241881319 | Epoch: 313 | MeanAbsoluteError: 0.0567499846220016 | Loss: 0.0059040920092038 | Epoch: 314 | MeanAbsoluteError: 0.0541877821087837 | Loss: 0.0058170706845550 | Epoch: 315 | MeanAbsoluteError: 0.0544961281120777 | Loss: 0.0052060468036583 | Epoch: 316 |
MeanAbsoluteError: 0.0499292612075806 | Loss: 0.0043354135643887 | Epoch: 317 | MeanAbsoluteError: 0.0476932190358639 | Loss: 0.0041562702298458 | Epoch: 318 | MeanAbsoluteError: 0.0518461391329765 | Loss: 0.0051208348871258 | Epoch: 319 | MeanAbsoluteError: 0.0509585514664650 | Loss: 0.0047022724174894 | Epoch: 320 |
MeanAbsoluteError: 0.0537071973085403 | Loss: 0.0050478463802536 | Epoch: 321 | MeanAbsoluteError: 0.0512152686715126 | Loss: 0.0053651251724468 | Epoch: 322 | MeanAbsoluteError: 0.0547722578048706 | Loss: 0.0059596157409128 | Epoch: 323 | MeanAbsoluteError: 0.0539283379912376 | Loss: 0.0055716073838994 | Epoch: 324 |
MeanAbsoluteError: 0.0527550429105759 | Loss: 0.0050924825880333 | Epoch: 325 | MeanAbsoluteError: 0.0526205077767372 | Loss: 0.0051451644532407 | Epoch: 326 | MeanAbsoluteError: 0.0534522384405136 | Loss: 0.0056310885640989 | Epoch: 327 | MeanAbsoluteError: 0.0548657663166523 | Loss: 0.0056174567588115 | Epoch: 328 |
MeanAbsoluteError: 0.0536378473043442 | Loss: 0.0050605442941703 | Epoch: 329 | MeanAbsoluteError: 0.0571259483695030 | Loss: 0.0066923788123715 | Epoch: 330 | MeanAbsoluteError: 0.0501839704811573 | Loss: 0.0045425233425033 | Epoch: 331 | MeanAbsoluteError: 0.0501563735306263 | Loss: 0.0048730432187624 | Epoch: 332 |
MeanAbsoluteError: 0.0568613037467003 | Loss: 0.0060709275207237 | Epoch: 333 | MeanAbsoluteError: 0.0547423809766769 | Loss: 0.0055807454612621 | Epoch: 334 | MeanAbsoluteError: 0.0540656410157681 | Loss: 0.0057398862861048 | Epoch: 335 | MeanAbsoluteError: 0.0521371290087700 | Loss: 0.0050412605633028 | Epoch: 336 |
MeanAbsoluteError: 0.0518840476870537 | Loss: 0.0052269413779294 | Epoch: 337 | MeanAbsoluteError: 0.0538337901234627 | Loss: 0.0052655906673815 | Epoch: 338 | MeanAbsoluteError: 0.0534175373613834 | Loss: 0.0053393930483205 | Epoch: 339 | MeanAbsoluteError: 0.0573552586138248 | Loss: 0.0062775157520695 | Epoch: 340 |
MeanAbsoluteError: 0.0556331388652325 | Loss: 0.0054621933622433 | Epoch: 341 | MeanAbsoluteError: 0.0562108680605888 | Loss: 0.0060976350827045 | Epoch: 342 | MeanAbsoluteError: 0.0568107739090919 | Loss: 0.0059261476241150 | Epoch: 343 | MeanAbsoluteError: 0.0531774908304214 | Loss: 0.0052056677078853 | Epoch: 344 |
MeanAbsoluteError: 0.0528540052473545 | Loss: 0.0050444026097753 | Epoch: 345 | MeanAbsoluteError: 0.0536469332873821 | Loss: 0.0055552375024969 | Epoch: 346 | MeanAbsoluteError: 0.0535390339791775 | Loss: 0.0061010998110042 | Epoch: 347 | MeanAbsoluteError: 0.0522125959396362 | Loss: 0.0049145947582713 | Epoch: 348 |
MeanAbsoluteError: 0.0518797188997269 | Loss: 0.0055376938054044 | Epoch: 349 | MeanAbsoluteError: 0.0499233342707157 | Loss: 0.0047811234130916 | Epoch: 350 | MeanAbsoluteError: 0.0522428937256336 | Loss: 0.0053516427149972 | Epoch: 351 | MeanAbsoluteError: 0.0514635331928730 | Loss: 0.0051675244727736 | Epoch: 352 |
MeanAbsoluteError: 0.0552113391458988 | Loss: 0.0056482903248827 | Epoch: 353 | MeanAbsoluteError: 0.0523838885128498 | Loss: 0.0051678822890512 | Epoch: 354 | MeanAbsoluteError: 0.0511284098029137 | Loss: 0.0056246231757349 | Epoch: 355 | MeanAbsoluteError: 0.0534237101674080 | Loss: 0.0053336631129863 | Epoch: 356 |
MeanAbsoluteError: 0.0508409067988396 | Loss: 0.0047501328824039 | Epoch: 357 | MeanAbsoluteError: 0.0489588007330894 | Loss: 0.0053053130947151 | Epoch: 358 | MeanAbsoluteError: 0.0491736531257629 | Loss: 0.0044814416446331 | Epoch: 359 | MeanAbsoluteError: 0.0576365143060684 | Loss: 0.0060041639279868 | Epoch: 360 |
MeanAbsoluteError: 0.0503662452101707 | Loss: 0.0048760721294552 | Epoch: 361 | MeanAbsoluteError: 0.0512927584350109 | Loss: 0.0050762227681269 | Epoch: 362 | MeanAbsoluteError: 0.0522095076739788 | Loss: 0.0054179642619075 | Epoch: 363 | MeanAbsoluteError: 0.0509493835270405 | Loss: 0.0051159076002047 | Epoch: 364 |
MeanAbsoluteError: 0.0502438060939312 | Loss: 0.0049997625602899 | Epoch: 365 | MeanAbsoluteError: 0.0542702674865723 | Loss: 0.0057927029158332 | Epoch: 366 | MeanAbsoluteError: 0.0508087649941444 | Loss: 0.0055337281909918 | Epoch: 367 | MeanAbsoluteError: 0.0543509162962437 | Loss: 0.0055460604214060 | Epoch: 368 |
MeanAbsoluteError: 0.0552474781870842 | Loss: 0.0058107145351211 | Epoch: 369 | MeanAbsoluteError: 0.0527579970657825 | Loss: 0.0055010391454408 | Epoch: 370 | MeanAbsoluteError: 0.0543742738664150 | Loss: 0.0059649134460702 | Epoch: 371 | MeanAbsoluteError: 0.0506374314427376 | Loss: 0.0047586733432438 | Epoch: 372 |
MeanAbsoluteError: 0.0520481728017330 | Loss: 0.0052226252186014 | Epoch: 373 | MeanAbsoluteError: 0.0509713441133499 | Loss: 0.0047187133168336 | Epoch: 374 | MeanAbsoluteError: 0.0471923351287842 | Loss: 0.0044958811256373 | Epoch: 375 | MeanAbsoluteError: 0.0529358200728893 | Loss: 0.0056234333406840 | Epoch: 376 |
MeanAbsoluteError: 0.0523931570351124 | Loss: 0.0054367666046968 | Epoch: 377 | MeanAbsoluteError: 0.0519788637757301 | Loss: 0.0051051132797607 | Epoch: 378 | MeanAbsoluteError: 0.0490975193679333 | Loss: 0.0044626431833757 | Epoch: 379 | MeanAbsoluteError: 0.0541114285588264 | Loss: 0.0053841579509409 | Epoch: 380 |
MeanAbsoluteError: 0.0466215945780277 | Loss: 0.0042652324298519 | Epoch: 381 | MeanAbsoluteError: 0.0604426264762878 | Loss: 0.0070051196640921 | Early stopping at epoch 380
Returned to Spot: Validation loss: 0.0070051196640921074
spotPython tuning: 0.0026928081229255583 [########--] 81.45%
config: {'_L_in': 10, '_L_out': 1, 'l1': 64, 'dropout_prob': 0.6030489890562855, 'lr_mult': 4.651911257572381, 'batch_size': 4, 'epochs': 2048, 'k_folds': 1, 'patience': 128, 'optimizer': 'ASGD', 'sgd_momentum': 0.8635684269940229}
Epoch: 1 | MeanAbsoluteError: 0.1410160213708878 | Loss: 0.0330551920489719 | Epoch: 2 |
MeanAbsoluteError: 0.1446376740932465 | Loss: 0.0322559025580995 | Epoch: 3 | MeanAbsoluteError: 0.1381869912147522 | Loss: 0.0303576125049343 | Epoch: 4 |
MeanAbsoluteError: 0.1394120156764984 | Loss: 0.0305460554050903 | Epoch: 5 | MeanAbsoluteError: 0.1371094435453415 | Loss: 0.0297550112816195 | Epoch: 6 |
MeanAbsoluteError: 0.1374791413545609 | Loss: 0.0299286144793344 | Epoch: 7 | MeanAbsoluteError: 0.1374308913946152 | Loss: 0.0295500665747871 | Epoch: 8 |
MeanAbsoluteError: 0.1328539401292801 | Loss: 0.0274108486684660 | Epoch: 9 | MeanAbsoluteError: 0.1362082958221436 | Loss: 0.0286461578356102 | Epoch: 10 |
MeanAbsoluteError: 0.1333158612251282 | Loss: 0.0286706717032939 | Epoch: 11 | MeanAbsoluteError: 0.1404359191656113 | Loss: 0.0301872765024503 | Epoch: 12 |
MeanAbsoluteError: 0.1367169171571732 | Loss: 0.0287884282444914 | Epoch: 13 | MeanAbsoluteError: 0.1315941512584686 | Loss: 0.0276997201548268 | Epoch: 14 |
MeanAbsoluteError: 0.1293466240167618 | Loss: 0.0276108074855680 | Epoch: 15 | MeanAbsoluteError: 0.1348992139101028 | Loss: 0.0280702397599816 | Epoch: 16 |
MeanAbsoluteError: 0.1334165632724762 | Loss: 0.0280637075348447 | Epoch: 17 | MeanAbsoluteError: 0.1291176676750183 | Loss: 0.0266487744978319 | Epoch: 18 |
MeanAbsoluteError: 0.1305958628654480 | Loss: 0.0265419797226787 | Epoch: 19 | MeanAbsoluteError: 0.1319153010845184 | Loss: 0.0268487681758900 | Epoch: 20 |
MeanAbsoluteError: 0.1343556791543961 | Loss: 0.0278694057588776 | Epoch: 21 | MeanAbsoluteError: 0.1245909854769707 | Loss: 0.0254258904031788 | Epoch: 22 |
MeanAbsoluteError: 0.1276183426380157 | Loss: 0.0252496625855565 | Epoch: 23 | MeanAbsoluteError: 0.1265672296285629 | Loss: 0.0245431569746385 | Epoch: 24 |
MeanAbsoluteError: 0.1222467944025993 | Loss: 0.0234255712262044 | Epoch: 25 | MeanAbsoluteError: 0.1214449554681778 | Loss: 0.0226678171133002 | Epoch: 26 |
MeanAbsoluteError: 0.1276982128620148 | Loss: 0.0249534015978376 | Epoch: 27 | MeanAbsoluteError: 0.1223513036966324 | Loss: 0.0233493931715687 | Epoch: 28 |
MeanAbsoluteError: 0.1221544370055199 | Loss: 0.0233093811819951 | Epoch: 29 | MeanAbsoluteError: 0.1207732260227203 | Loss: 0.0230202294482539 | Epoch: 30 |
MeanAbsoluteError: 0.1194441094994545 | Loss: 0.0234580190976461 | Epoch: 31 | MeanAbsoluteError: 0.1189523041248322 | Loss: 0.0218484262827163 | Epoch: 32 |
MeanAbsoluteError: 0.1179379746317863 | Loss: 0.0220450638141483 | Epoch: 33 | MeanAbsoluteError: 0.1155039593577385 | Loss: 0.0214971126150340 | Epoch: 34 |
MeanAbsoluteError: 0.1258676052093506 | Loss: 0.0239298723544925 | Epoch: 35 | MeanAbsoluteError: 0.1117690280079842 | Loss: 0.0198814276357492 | Epoch: 36 |
MeanAbsoluteError: 0.1074220761656761 | Loss: 0.0188382521116485 | Epoch: 37 | MeanAbsoluteError: 0.1139092221856117 | Loss: 0.0207339871147027 | Epoch: 38 |
MeanAbsoluteError: 0.1090901046991348 | Loss: 0.0191278000206997 | Epoch: 39 | MeanAbsoluteError: 0.1106493920087814 | Loss: 0.0192253648365537 | Epoch: 40 |
MeanAbsoluteError: 0.1076140329241753 | Loss: 0.0181964013725519 | Epoch: 41 | MeanAbsoluteError: 0.1074601709842682 | Loss: 0.0192916117298106 | Epoch: 42 |
MeanAbsoluteError: 0.1051395237445831 | Loss: 0.0180914792992795 | Epoch: 43 | MeanAbsoluteError: 0.1084942594170570 | Loss: 0.0180816055772205 | Epoch: 44 |
MeanAbsoluteError: 0.1036405488848686 | Loss: 0.0175723686286559 | Epoch: 45 | MeanAbsoluteError: 0.0999806895852089 | Loss: 0.0159449931117706 | Epoch: 46 |
MeanAbsoluteError: 0.1074839159846306 | Loss: 0.0184073678861993 | Epoch: 47 | MeanAbsoluteError: 0.1017277091741562 | Loss: 0.0165815575777863 | Epoch: 48 |
MeanAbsoluteError: 0.1054007038474083 | Loss: 0.0185688375309110 | Epoch: 49 | MeanAbsoluteError: 0.1085071787238121 | Loss: 0.0185274014808238 | Epoch: 50 |
MeanAbsoluteError: 0.1069516092538834 | Loss: 0.0186463504936546 | Epoch: 51 | MeanAbsoluteError: 0.1007072478532791 | Loss: 0.0159975101208935 | Epoch: 52 |
MeanAbsoluteError: 0.0990009531378746 | Loss: 0.0161084246930356 | Epoch: 53 | MeanAbsoluteError: 0.0951313599944115 | Loss: 0.0154977448327312 | Epoch: 54 |
MeanAbsoluteError: 0.0955102145671844 | Loss: 0.0149541421188042 | Epoch: 55 | MeanAbsoluteError: 0.0953147411346436 | Loss: 0.0155110443787028 | Epoch: 56 |
MeanAbsoluteError: 0.1003293618559837 | Loss: 0.0164266153114537 | Epoch: 57 | MeanAbsoluteError: 0.0921228826045990 | Loss: 0.0136421464461212 | Epoch: 58 |
MeanAbsoluteError: 0.0981105789542198 | Loss: 0.0151147677097470 | Epoch: 59 | MeanAbsoluteError: 0.0931100025773048 | Loss: 0.0150895972837073 | Epoch: 60 |
MeanAbsoluteError: 0.0969353541731834 | Loss: 0.0147952970505382 | Epoch: 61 | MeanAbsoluteError: 0.0903662964701653 | Loss: 0.0133743331224347 | Epoch: 62 |
MeanAbsoluteError: 0.0864632725715637 | Loss: 0.0123785943499145 | Epoch: 63 | MeanAbsoluteError: 0.0812229216098785 | Loss: 0.0110277971920247 | Epoch: 64 |
MeanAbsoluteError: 0.0900237262248993 | Loss: 0.0123591344244778 | Epoch: 65 | MeanAbsoluteError: 0.0933052822947502 | Loss: 0.0142766266820642 | Epoch: 66 |
MeanAbsoluteError: 0.0867117121815681 | Loss: 0.0127620412983621 | Epoch: 67 | MeanAbsoluteError: 0.0838956162333488 | Loss: 0.0113692480597335 | Epoch: 68 |
MeanAbsoluteError: 0.0898124873638153 | Loss: 0.0134467101943058 | Epoch: 69 | MeanAbsoluteError: 0.0894106328487396 | Loss: 0.0133524385405083 | Epoch: 70 |
MeanAbsoluteError: 0.0832638517022133 | Loss: 0.0121192859609922 | Epoch: 71 | MeanAbsoluteError: 0.0829946622252464 | Loss: 0.0120119461525852 | Epoch: 72 |
MeanAbsoluteError: 0.0790543779730797 | Loss: 0.0124477161827963 | Epoch: 73 | MeanAbsoluteError: 0.0842929556965828 | Loss: 0.0113627588896391 | Epoch: 74 |
MeanAbsoluteError: 0.0824427828192711 | Loss: 0.0114932664604081 | Epoch: 75 | MeanAbsoluteError: 0.0832720771431923 | Loss: 0.0119103753970315 | Epoch: 76 |
MeanAbsoluteError: 0.0779025554656982 | Loss: 0.0099766555971776 | Epoch: 77 | MeanAbsoluteError: 0.0821850672364235 | Loss: 0.0114500344071227 | Epoch: 78 |
MeanAbsoluteError: 0.0840114504098892 | Loss: 0.0114252025199433 | Epoch: 79 | MeanAbsoluteError: 0.0832782313227654 | Loss: 0.0114247074971596 | Epoch: 80 |
MeanAbsoluteError: 0.0867705941200256 | Loss: 0.0121141583596667 | Epoch: 81 | MeanAbsoluteError: 0.0767876207828522 | Loss: 0.0101710942123706 | Epoch: 82 |
MeanAbsoluteError: 0.0801891759037971 | Loss: 0.0108393493909777 | Epoch: 83 | MeanAbsoluteError: 0.0844199433922768 | Loss: 0.0117150233158221 | Epoch: 84 |
MeanAbsoluteError: 0.0797322988510132 | Loss: 0.0108908044523560 | Epoch: 85 | MeanAbsoluteError: 0.0805594772100449 | Loss: 0.0115168238683448 | Epoch: 86 |
MeanAbsoluteError: 0.0831634998321533 | Loss: 0.0117945878456036 | Epoch: 87 | MeanAbsoluteError: 0.0741984322667122 | Loss: 0.0099744871510969 | Epoch: 88 |
MeanAbsoluteError: 0.0766062512993813 | Loss: 0.0103398590271051 | Epoch: 89 | MeanAbsoluteError: 0.0772451311349869 | Loss: 0.0107940186797835 | Epoch: 90 |
MeanAbsoluteError: 0.0783471390604973 | Loss: 0.0102785604998159 | Epoch: 91 | MeanAbsoluteError: 0.0669420808553696 | Loss: 0.0080226845332072 | Epoch: 92 |
MeanAbsoluteError: 0.0784224346280098 | Loss: 0.0100423730692516 | Epoch: 93 | MeanAbsoluteError: 0.0706930905580521 | Loss: 0.0086860310526875 | Epoch: 94 |
MeanAbsoluteError: 0.0723172649741173 | Loss: 0.0090804347052472 | Epoch: 95 | MeanAbsoluteError: 0.0711510479450226 | Loss: 0.0092901954050952 | Epoch: 96 |
MeanAbsoluteError: 0.0711720436811447 | Loss: 0.0084171387642467 | Epoch: 97 | MeanAbsoluteError: 0.0696380659937859 | Loss: 0.0086293809954077 | Epoch: 98 |
MeanAbsoluteError: 0.0702240616083145 | Loss: 0.0086311061874342 | Epoch: 99 | MeanAbsoluteError: 0.0660340040922165 | Loss: 0.0077143581904238 | Epoch: 100 |
MeanAbsoluteError: 0.0735689327120781 | Loss: 0.0098953290687253 | Epoch: 101 | MeanAbsoluteError: 0.0668647736310959 | Loss: 0.0082956242441044 | Epoch: 102 |
MeanAbsoluteError: 0.0693250373005867 | Loss: 0.0087153536698315 | Epoch: 103 | MeanAbsoluteError: 0.0666899606585503 | Loss: 0.0082717897521798 | Epoch: 104 |
MeanAbsoluteError: 0.0640919283032417 | Loss: 0.0072250319489588 | Epoch: 105 | MeanAbsoluteError: 0.0738608315587044 | Loss: 0.0092603344769062 | Epoch: 106 |
MeanAbsoluteError: 0.0681944787502289 | Loss: 0.0080748784850584 | Epoch: 107 | MeanAbsoluteError: 0.0671121776103973 | Loss: 0.0085353267379105 | Epoch: 108 |
MeanAbsoluteError: 0.0709246844053268 | Loss: 0.0087993005181973 | Epoch: 109 | MeanAbsoluteError: 0.0671767070889473 | Loss: 0.0084891854432256 | Epoch: 110 |
MeanAbsoluteError: 0.0777461975812912 | Loss: 0.0100330737543603 | Epoch: 111 | MeanAbsoluteError: 0.0691517591476440 | Loss: 0.0085423603708235 | Epoch: 112 |
MeanAbsoluteError: 0.0621987134218216 | Loss: 0.0069460979934471 | Epoch: 113 | MeanAbsoluteError: 0.0641082599759102 | Loss: 0.0076105836580973 | Epoch: 114 |
MeanAbsoluteError: 0.0659625381231308 | Loss: 0.0080358590730854 | Epoch: 115 | MeanAbsoluteError: 0.0679249241948128 | Loss: 0.0084950262874675 | Epoch: 116 |
MeanAbsoluteError: 0.0661268681287766 | Loss: 0.0083229707389061 | Epoch: 117 | MeanAbsoluteError: 0.0769124105572701 | Loss: 0.0094567107568340 | Epoch: 118 |
MeanAbsoluteError: 0.0685820803046227 | Loss: 0.0080329130395936 | Epoch: 119 | MeanAbsoluteError: 0.0662343576550484 | Loss: 0.0077684027810271 | Epoch: 120 |
MeanAbsoluteError: 0.0604363493621349 | Loss: 0.0071817925277477 | Epoch: 121 | MeanAbsoluteError: 0.0689634680747986 | Loss: 0.0081053920028110 | Epoch: 122 |
MeanAbsoluteError: 0.0613805204629898 | Loss: 0.0067815271951258 | Epoch: 123 | MeanAbsoluteError: 0.0632236450910568 | Loss: 0.0066045680191989 | Epoch: 124 |
MeanAbsoluteError: 0.0683804675936699 | Loss: 0.0087462504305101 | Epoch: 125 | MeanAbsoluteError: 0.0645621046423912 | Loss: 0.0076541975594591 | Epoch: 126 |
MeanAbsoluteError: 0.0616827383637428 | Loss: 0.0069750167324673 | Epoch: 127 | MeanAbsoluteError: 0.0621259100735188 | Loss: 0.0073729134560563 | Epoch: 128 |
MeanAbsoluteError: 0.0629602149128914 | Loss: 0.0073648360926503 | Epoch: 129 | MeanAbsoluteError: 0.0597081445157528 | Loss: 0.0068316200920769 | Epoch: 130 |
MeanAbsoluteError: 0.0625531822443008 | Loss: 0.0072450110636419 | Epoch: 131 | MeanAbsoluteError: 0.0641449764370918 | Loss: 0.0076110737747513 | Epoch: 132 |
MeanAbsoluteError: 0.0626915171742439 | Loss: 0.0072346513858065 | Epoch: 133 | MeanAbsoluteError: 0.0598332211375237 | Loss: 0.0066691886338716 | Epoch: 134 |
MeanAbsoluteError: 0.0649966076016426 | Loss: 0.0078978117415681 | Epoch: 135 | MeanAbsoluteError: 0.0681470260024071 | Loss: 0.0081956277745000 | Epoch: 136 |
MeanAbsoluteError: 0.0582640469074249 | Loss: 0.0067703153119267 | Epoch: 137 | MeanAbsoluteError: 0.0616923533380032 | Loss: 0.0069055944564752 | Epoch: 138 |
MeanAbsoluteError: 0.0591978207230568 | Loss: 0.0063925692371170 | Epoch: 139 | MeanAbsoluteError: 0.0609814263880253 | Loss: 0.0070889281460162 | Epoch: 140 |
MeanAbsoluteError: 0.0596991032361984 | Loss: 0.0064010652053791 | Epoch: 141 | MeanAbsoluteError: 0.0628975331783295 | Loss: 0.0071506034051223 | Epoch: 142 |
MeanAbsoluteError: 0.0654566287994385 | Loss: 0.0081557888568689 | Epoch: 143 | MeanAbsoluteError: 0.0677564293146133 | Loss: 0.0079451117499654 | Epoch: 144 |
MeanAbsoluteError: 0.0584082789719105 | Loss: 0.0068364995124284 | Epoch: 145 | MeanAbsoluteError: 0.0631662905216217 | Loss: 0.0072677090779568 | Epoch: 146 |
MeanAbsoluteError: 0.0634668841958046 | Loss: 0.0068689097553336 | Epoch: 147 | MeanAbsoluteError: 0.0553543679416180 | Loss: 0.0056546189884345 | Epoch: 148 |
MeanAbsoluteError: 0.0601067803800106 | Loss: 0.0069820455104734 | Epoch: 149 | MeanAbsoluteError: 0.0559836961328983 | Loss: 0.0057291803245122 | Epoch: 150 |
MeanAbsoluteError: 0.0628093704581261 | Loss: 0.0077898954107271 | Epoch: 151 | MeanAbsoluteError: 0.0621419586241245 | Loss: 0.0073191877097512 | Epoch: 152 |
MeanAbsoluteError: 0.0625055506825447 | Loss: 0.0076417384461577 | Epoch: 153 | MeanAbsoluteError: 0.0573233552277088 | Loss: 0.0060014584020246 | Epoch: 154 |
MeanAbsoluteError: 0.0562003888189793 | Loss: 0.0059239783813246 | Epoch: 155 | MeanAbsoluteError: 0.0573719665408134 | Loss: 0.0059159844993458 | Epoch: 156 |
MeanAbsoluteError: 0.0592846497893333 | Loss: 0.0069319048714048 | Epoch: 157 | MeanAbsoluteError: 0.0603599622845650 | Loss: 0.0073523338426215 | Epoch: 158 |
MeanAbsoluteError: 0.0581473596394062 | Loss: 0.0058612320129760 | Epoch: 159 | MeanAbsoluteError: 0.0626941546797752 | Loss: 0.0073043736625308 | Epoch: 160 |
MeanAbsoluteError: 0.0583581738173962 | Loss: 0.0067376023496035 | Epoch: 161 | MeanAbsoluteError: 0.0561523512005806 | Loss: 0.0058106175053399 | Epoch: 162 |
MeanAbsoluteError: 0.0554212182760239 | Loss: 0.0059945510523782 | Epoch: 163 | MeanAbsoluteError: 0.0519727095961571 | Loss: 0.0051320548235284 | Epoch: 164 |
MeanAbsoluteError: 0.0578213818371296 | Loss: 0.0060910463996697 | Epoch: 165 | MeanAbsoluteError: 0.0568415783345699 | Loss: 0.0058914846965733 | Epoch: 166 |
MeanAbsoluteError: 0.0594708882272243 | Loss: 0.0065439561502232 | Epoch: 167 | MeanAbsoluteError: 0.0575905032455921 | Loss: 0.0059906013292493 | Epoch: 168 |
MeanAbsoluteError: 0.0598178356885910 | Loss: 0.0063319427069897 | Epoch: 169 | MeanAbsoluteError: 0.0597157143056393 | Loss: 0.0068088854267262 | Epoch: 170 |
MeanAbsoluteError: 0.0567392557859421 | Loss: 0.0062208756804466 | Epoch: 171 | MeanAbsoluteError: 0.0590122528374195 | Loss: 0.0070847374573350 | Epoch: 172 |
MeanAbsoluteError: 0.0614562779664993 | Loss: 0.0071366745342190 | Epoch: 173 | MeanAbsoluteError: 0.0558472834527493 | Loss: 0.0054916674769872 | Epoch: 174 |
MeanAbsoluteError: 0.0586356483399868 | Loss: 0.0061270485833908 | Epoch: 175 | MeanAbsoluteError: 0.0597294308245182 | Loss: 0.0065632935357280 | Epoch: 176 |
MeanAbsoluteError: 0.0554641224443913 | Loss: 0.0063310784972661 | Epoch: 177 | MeanAbsoluteError: 0.0604863502085209 | Loss: 0.0066942496033153 | Epoch: 178 |
MeanAbsoluteError: 0.0500584915280342 | Loss: 0.0046956882818874 | Epoch: 179 | MeanAbsoluteError: 0.0540496632456779 | Loss: 0.0060235365657718 | Epoch: 180 |
MeanAbsoluteError: 0.0555200465023518 | Loss: 0.0058309380503003 | Epoch: 181 | MeanAbsoluteError: 0.0568605214357376 | Loss: 0.0065100298218507 | Epoch: 182 |
MeanAbsoluteError: 0.0552150420844555 | Loss: 0.0056039027159568 | Epoch: 183 | MeanAbsoluteError: 0.0663308277726173 | Loss: 0.0078350099610786 | Epoch: 184 |
MeanAbsoluteError: 0.0551104880869389 | Loss: 0.0052505514813432 | Epoch: 185 | MeanAbsoluteError: 0.0570148341357708 | Loss: 0.0058449960484480 | Epoch: 186 |
MeanAbsoluteError: 0.0509347654879093 | Loss: 0.0050294269380781 | Epoch: 187 | MeanAbsoluteError: 0.0538689419627190 | Loss: 0.0052956285983479 | Epoch: 188 |
MeanAbsoluteError: 0.0658945664763451 | Loss: 0.0077197101642378 | Epoch: 189 | MeanAbsoluteError: 0.0651315376162529 | Loss: 0.0083250643887247 | Epoch: 190 |
MeanAbsoluteError: 0.0554090440273285 | Loss: 0.0052991025929805 | Epoch: 191 | MeanAbsoluteError: 0.0512379184365273 | Loss: 0.0052386599072876 | Epoch: 192 |
MeanAbsoluteError: 0.0514104440808296 | Loss: 0.0051368224195903 | Epoch: 193 | MeanAbsoluteError: 0.0559420250356197 | Loss: 0.0065539117760879 | Epoch: 194 |
MeanAbsoluteError: 0.0546976029872894 | Loss: 0.0056653316156007 | Epoch: 195 | MeanAbsoluteError: 0.0592932887375355 | Loss: 0.0065645143036575 | Epoch: 196 |
MeanAbsoluteError: 0.0573203265666962 | Loss: 0.0059573408860403 | Epoch: 197 | MeanAbsoluteError: 0.0523943901062012 | Loss: 0.0059326466374720 | Epoch: 198 |
MeanAbsoluteError: 0.0593158416450024 | Loss: 0.0064220852707513 | Epoch: 199 | MeanAbsoluteError: 0.0567591078579426 | Loss: 0.0063893381263673 | Epoch: 200 |
MeanAbsoluteError: 0.0564936958253384 | Loss: 0.0062371160931070 | Epoch: 201 | MeanAbsoluteError: 0.0533522590994835 | Loss: 0.0053232810025414 | Epoch: 202 |
MeanAbsoluteError: 0.0547106824815273 | Loss: 0.0056456499940638 | Epoch: 203 | MeanAbsoluteError: 0.0587269663810730 | Loss: 0.0060610565213331 | Epoch: 204 |
MeanAbsoluteError: 0.0541753880679607 | Loss: 0.0055495734612001 | Epoch: 205 | MeanAbsoluteError: 0.0608521401882172 | Loss: 0.0071811889202218 | Epoch: 206 |
MeanAbsoluteError: 0.0570027232170105 | Loss: 0.0067091834118279 | Epoch: 207 | MeanAbsoluteError: 0.0559541583061218 | Loss: 0.0062644317606464 | Epoch: 208 |
MeanAbsoluteError: 0.0512436628341675 | Loss: 0.0054647744503260 | Epoch: 209 | MeanAbsoluteError: 0.0540779493749142 | Loss: 0.0054601843228253 | Epoch: 210 |
MeanAbsoluteError: 0.0533178187906742 | Loss: 0.0052568084727197 | Epoch: 211 | MeanAbsoluteError: 0.0574380941689014 | Loss: 0.0056607826925271 | Epoch: 212 |
MeanAbsoluteError: 0.0534116812050343 | Loss: 0.0053714882749288 | Epoch: 213 | MeanAbsoluteError: 0.0535012558102608 | Loss: 0.0054875520492593 | Epoch: 214 |
MeanAbsoluteError: 0.0509912483394146 | Loss: 0.0049476247843510 | Epoch: 215 | MeanAbsoluteError: 0.0542970709502697 | Loss: 0.0061796416221963 | Epoch: 216 |
MeanAbsoluteError: 0.0541329048573971 | Loss: 0.0056496668055964 | Epoch: 217 | MeanAbsoluteError: 0.0606639720499516 | Loss: 0.0077252841488613 | Epoch: 218 |
MeanAbsoluteError: 0.0564655698835850 | Loss: 0.0063644003410203 | Epoch: 219 | MeanAbsoluteError: 0.0526059083640575 | Loss: 0.0056764187749165 | Epoch: 220 |
MeanAbsoluteError: 0.0533168874680996 | Loss: 0.0057329587622856 | Epoch: 221 | MeanAbsoluteError: 0.0517273470759392 | Loss: 0.0050314334714009 | Epoch: 222 |
MeanAbsoluteError: 0.0520244389772415 | Loss: 0.0051691916449151 | Epoch: 223 | MeanAbsoluteError: 0.0572088509798050 | Loss: 0.0063398754482235 | Epoch: 224 |
MeanAbsoluteError: 0.0546128898859024 | Loss: 0.0055671279683399 | Epoch: 225 | MeanAbsoluteError: 0.0540505163371563 | Loss: 0.0057060423281897 | Epoch: 226 |
MeanAbsoluteError: 0.0539673604071140 | Loss: 0.0063016994588543 | Epoch: 227 | MeanAbsoluteError: 0.0549822226166725 | Loss: 0.0067315674693479 | Epoch: 228 |
MeanAbsoluteError: 0.0554960444569588 | Loss: 0.0063870610157028 | Epoch: 229 | MeanAbsoluteError: 0.0525849424302578 | Loss: 0.0055673836051331 | Epoch: 230 |
MeanAbsoluteError: 0.0548039749264717 | Loss: 0.0054075817530975 | Epoch: 231 | MeanAbsoluteError: 0.0528058782219887 | Loss: 0.0055019666832717 | Epoch: 232 |
MeanAbsoluteError: 0.0525537729263306 | Loss: 0.0054834752525979 | Epoch: 233 | MeanAbsoluteError: 0.0494619831442833 | Loss: 0.0045758256620320 | Epoch: 234 |
MeanAbsoluteError: 0.0526458509266376 | Loss: 0.0051919102692045 | Epoch: 235 | MeanAbsoluteError: 0.0542999021708965 | Loss: 0.0052902087619683 | Epoch: 236 |
MeanAbsoluteError: 0.0502070076763630 | Loss: 0.0048473691721059 | Epoch: 237 | MeanAbsoluteError: 0.0535231828689575 | Loss: 0.0053444961578740 | Epoch: 238 |
MeanAbsoluteError: 0.0555566735565662 | Loss: 0.0063523560785688 | Epoch: 239 | MeanAbsoluteError: 0.0501616150140762 | Loss: 0.0047861327859573 | Epoch: 240 |
MeanAbsoluteError: 0.0661387667059898 | Loss: 0.0076035359870487 | Epoch: 241 | MeanAbsoluteError: 0.0565300323069096 | Loss: 0.0056566705977699 | Epoch: 242 |
MeanAbsoluteError: 0.0513373091816902 | Loss: 0.0050727387560376 | Epoch: 243 | MeanAbsoluteError: 0.0481881015002728 | Loss: 0.0048076275237448 | Epoch: 244 |
MeanAbsoluteError: 0.0489313937723637 | Loss: 0.0047842409793520 | Epoch: 245 | MeanAbsoluteError: 0.0507025457918644 | Loss: 0.0048770856500293 | Epoch: 246 |
MeanAbsoluteError: 0.0544087141752243 | Loss: 0.0060240865463857 | Epoch: 247 | MeanAbsoluteError: 0.0585506074130535 | Loss: 0.0062068030102334 | Epoch: 248 |
MeanAbsoluteError: 0.0554454550147057 | Loss: 0.0062171239149757 | Epoch: 249 | MeanAbsoluteError: 0.0532264932990074 | Loss: 0.0053454048175869 | Epoch: 250 |
MeanAbsoluteError: 0.0553541705012321 | Loss: 0.0058537125668954 | Epoch: 251 | MeanAbsoluteError: 0.0578911453485489 | Loss: 0.0061944401718210 | Epoch: 252 |
MeanAbsoluteError: 0.0474231727421284 | Loss: 0.0045783905514205 | Epoch: 253 | MeanAbsoluteError: 0.0470747165381908 | Loss: 0.0043909413615863 | Epoch: 254 |
MeanAbsoluteError: 0.0498881898820400 | Loss: 0.0049880384997232 | Epoch: 255 | MeanAbsoluteError: 0.0504282154142857 | Loss: 0.0052881621509247 | Epoch: 256 |
MeanAbsoluteError: 0.0482624024152756 | Loss: 0.0047011681304624 | Epoch: 257 | MeanAbsoluteError: 0.0471826754510403 | Loss: 0.0045137240992820 | Epoch: 258 |
MeanAbsoluteError: 0.0499424003064632 | Loss: 0.0041160462367892 | Epoch: 259 | MeanAbsoluteError: 0.0523801185190678 | Loss: 0.0053304641850021 | Epoch: 260 |
MeanAbsoluteError: 0.0560660362243652 | Loss: 0.0059335717768408 | Epoch: 261 | MeanAbsoluteError: 0.0522783100605011 | Loss: 0.0058047064937030 | Epoch: 262 |
MeanAbsoluteError: 0.0546850785613060 | Loss: 0.0062121323123574 | Epoch: 263 | MeanAbsoluteError: 0.0531295686960220 | Loss: 0.0050469706308407 | Epoch: 264 |
MeanAbsoluteError: 0.0519841536879539 | Loss: 0.0050009493161148 | Epoch: 265 | MeanAbsoluteError: 0.0546168461441994 | Loss: 0.0057877273735357 | Epoch: 266 |
MeanAbsoluteError: 0.0522160828113556 | Loss: 0.0051239888639733 | Epoch: 267 | MeanAbsoluteError: 0.0536728911101818 | Loss: 0.0059429830776450 | Epoch: 268 |
MeanAbsoluteError: 0.0547285079956055 | Loss: 0.0058940995928909 | Epoch: 269 | MeanAbsoluteError: 0.0519401170313358 | Loss: 0.0051954035084539 | Epoch: 270 |
MeanAbsoluteError: 0.0489148236811161 | Loss: 0.0043887910180880 | Epoch: 271 | MeanAbsoluteError: 0.0548114217817783 | Loss: 0.0066461836150847 | Epoch: 272 |
MeanAbsoluteError: 0.0489772558212280 | Loss: 0.0048500692687230 | Epoch: 273 | MeanAbsoluteError: 0.0530206002295017 | Loss: 0.0056353312179757 | Epoch: 274 |
MeanAbsoluteError: 0.0535652860999107 | Loss: 0.0057608545858723 | Epoch: 275 | MeanAbsoluteError: 0.0482841245830059 | Loss: 0.0044578260004831 | Epoch: 276 |
MeanAbsoluteError: 0.0510544404387474 | Loss: 0.0047662847549266 | Epoch: 277 | MeanAbsoluteError: 0.0474836751818657 | Loss: 0.0045183502916674 | Epoch: 278 |
MeanAbsoluteError: 0.0434792786836624 | Loss: 0.0035835887754608 | Epoch: 279 | MeanAbsoluteError: 0.0501062944531441 | Loss: 0.0051768907260460 | Epoch: 280 |
MeanAbsoluteError: 0.0508466549217701 | Loss: 0.0043249889420501 | Epoch: 281 | MeanAbsoluteError: 0.0522779300808907 | Loss: 0.0054122773800433 | Epoch: 282 |
MeanAbsoluteError: 0.0518611595034599 | Loss: 0.0055231723509496 | Epoch: 283 | MeanAbsoluteError: 0.0536690950393677 | Loss: 0.0052607965252052 | Epoch: 284 |
MeanAbsoluteError: 0.0520121604204178 | Loss: 0.0054107366758399 | Epoch: 285 | MeanAbsoluteError: 0.0555229894816875 | Loss: 0.0060194876650348 | Epoch: 286 |
MeanAbsoluteError: 0.0504622571170330 | Loss: 0.0052237306738001 | Epoch: 287 | MeanAbsoluteError: 0.0512639842927456 | Loss: 0.0052361385574720 | Epoch: 288 |
MeanAbsoluteError: 0.0466973111033440 | Loss: 0.0045604683295824 | Epoch: 289 | MeanAbsoluteError: 0.0504240207374096 | Loss: 0.0050435072971353 | Epoch: 290 |
MeanAbsoluteError: 0.0503786168992519 | Loss: 0.0051980702383056 | Epoch: 291 | MeanAbsoluteError: 0.0560869351029396 | Loss: 0.0061791219566173 | Epoch: 292 |
MeanAbsoluteError: 0.0482281073927879 | Loss: 0.0049068322139404 | Epoch: 293 | MeanAbsoluteError: 0.0487491749227047 | Loss: 0.0049878844941365 | Epoch: 294 |
MeanAbsoluteError: 0.0470203235745430 | Loss: 0.0046778473533535 | Epoch: 295 | MeanAbsoluteError: 0.0510626584291458 | Loss: 0.0051851619151421 | Epoch: 296 |
MeanAbsoluteError: 0.0512569881975651 | Loss: 0.0049067890484973 | Epoch: 297 | MeanAbsoluteError: 0.0543300956487656 | Loss: 0.0056286358926445 | Epoch: 298 |
MeanAbsoluteError: 0.0525091923773289 | Loss: 0.0053495194161466 | Epoch: 299 | MeanAbsoluteError: 0.0521620512008667 | Loss: 0.0054494927222064 | Epoch: 300 |
MeanAbsoluteError: 0.0462273508310318 | Loss: 0.0040922604446920 | Epoch: 301 | MeanAbsoluteError: 0.0514522790908813 | Loss: 0.0053290189659068 | Epoch: 302 |
MeanAbsoluteError: 0.0481660962104797 | Loss: 0.0048193102392058 | Epoch: 303 | MeanAbsoluteError: 0.0515345744788647 | Loss: 0.0049298125877976 | Epoch: 304 |
MeanAbsoluteError: 0.0485807508230209 | Loss: 0.0042760002398669 | Epoch: 305 | MeanAbsoluteError: 0.0499870255589485 | Loss: 0.0046892475606486 | Epoch: 306 |
MeanAbsoluteError: 0.0471970476210117 | Loss: 0.0045133029708328 | Epoch: 307 | MeanAbsoluteError: 0.0551366433501244 | Loss: 0.0061214333708631 | Epoch: 308 |
MeanAbsoluteError: 0.0511462613940239 | Loss: 0.0057534884079359 | Epoch: 309 | MeanAbsoluteError: 0.0494348779320717 | Loss: 0.0044227213656995 | Epoch: 310 |
MeanAbsoluteError: 0.0491472035646439 | Loss: 0.0047654159363204 | Epoch: 311 | MeanAbsoluteError: 0.0510734245181084 | Loss: 0.0049499110905648 | Epoch: 312 |
MeanAbsoluteError: 0.0495627298951149 | Loss: 0.0045561165820497 | Epoch: 313 | MeanAbsoluteError: 0.0490550063550472 | Loss: 0.0050240923254751 | Epoch: 314 |
MeanAbsoluteError: 0.0499010421335697 | Loss: 0.0048105727458217 | Epoch: 315 | MeanAbsoluteError: 0.0477031841874123 | Loss: 0.0041096608410589 | Epoch: 316 |
MeanAbsoluteError: 0.0565362870693207 | Loss: 0.0063931302450753 | Epoch: 317 | MeanAbsoluteError: 0.0473321899771690 | Loss: 0.0045718702007434 | Epoch: 318 |
MeanAbsoluteError: 0.0493125244975090 | Loss: 0.0043138844360753 | Epoch: 319 | MeanAbsoluteError: 0.0491621829569340 | Loss: 0.0044072401927163 | Epoch: 320 |
MeanAbsoluteError: 0.0503745488822460 | Loss: 0.0051451813635261 | Epoch: 321 | MeanAbsoluteError: 0.0477905906736851 | Loss: 0.0042762893816689 | Epoch: 322 |
MeanAbsoluteError: 0.0509378835558891 | Loss: 0.0045102435173855 | Epoch: 323 | MeanAbsoluteError: 0.0464884489774704 | Loss: 0.0045274469074017 | Epoch: 324 |
MeanAbsoluteError: 0.0476617552340031 | Loss: 0.0048707052659787 | Epoch: 325 | MeanAbsoluteError: 0.0540266744792461 | Loss: 0.0057508789575271 | Epoch: 326 |
MeanAbsoluteError: 0.0492130592465401 | Loss: 0.0045939386310056 | Epoch: 327 | MeanAbsoluteError: 0.0480968877673149 | Loss: 0.0051061439587890 | Epoch: 328 |
MeanAbsoluteError: 0.0494499206542969 | Loss: 0.0047029087470340 | Epoch: 329 | MeanAbsoluteError: 0.0501534678041935 | Loss: 0.0047564627105991 | Epoch: 330 |
MeanAbsoluteError: 0.0470126941800117 | Loss: 0.0042647732270416 | Epoch: 331 | MeanAbsoluteError: 0.0472428798675537 | Loss: 0.0043776567177459 | Epoch: 332 |
MeanAbsoluteError: 0.0506497360765934 | Loss: 0.0049570010629638 | Epoch: 333 | MeanAbsoluteError: 0.0495028272271156 | Loss: 0.0044332401058152 | Epoch: 334 |
MeanAbsoluteError: 0.0522122122347355 | Loss: 0.0055821759998798 | Epoch: 335 | MeanAbsoluteError: 0.0485757887363434 | Loss: 0.0045175147615373 | Epoch: 336 |
MeanAbsoluteError: 0.0540160499513149 | Loss: 0.0064055296087948 | Epoch: 337 | MeanAbsoluteError: 0.0484851300716400 | Loss: 0.0046458123864916 | Epoch: 338 |
MeanAbsoluteError: 0.0507192686200142 | Loss: 0.0053518580975166 | Epoch: 339 | MeanAbsoluteError: 0.0499616228044033 | Loss: 0.0051836203294806 | Epoch: 340 |
MeanAbsoluteError: 0.0454424954950809 | Loss: 0.0040550476374726 | Epoch: 341 | MeanAbsoluteError: 0.0534632429480553 | Loss: 0.0054036211625983 | Epoch: 342 |
MeanAbsoluteError: 0.0505959764122963 | Loss: 0.0046164030284854 | Epoch: 343 | MeanAbsoluteError: 0.0464157909154892 | Loss: 0.0043301124172285 | Epoch: 344 |
MeanAbsoluteError: 0.0509919188916683 | Loss: 0.0055108200534596 | Epoch: 345 | MeanAbsoluteError: 0.0584966465830803 | Loss: 0.0069208111012510 | Epoch: 346 |
MeanAbsoluteError: 0.0546887218952179 | Loss: 0.0058479381890114 | Epoch: 347 | MeanAbsoluteError: 0.0507684051990509 | Loss: 0.0055689109714391 | Epoch: 348 |
MeanAbsoluteError: 0.0514648705720901 | Loss: 0.0048424210042382 | Epoch: 349 | MeanAbsoluteError: 0.0543108694255352 | Loss: 0.0065020669236158 | Epoch: 350 |
MeanAbsoluteError: 0.0524846091866493 | Loss: 0.0051321337614597 | Epoch: 351 | MeanAbsoluteError: 0.0519338175654411 | Loss: 0.0055725759578248 | Epoch: 352 |
MeanAbsoluteError: 0.0480285584926605 | Loss: 0.0041363964796377 | Epoch: 353 | MeanAbsoluteError: 0.0465803332626820 | Loss: 0.0038319406637068 | Epoch: 354 |
MeanAbsoluteError: 0.0526652261614799 | Loss: 0.0055225072413062 | Epoch: 355 | MeanAbsoluteError: 0.0513392053544521 | Loss: 0.0050126676548583 | Epoch: 356 |
MeanAbsoluteError: 0.0526792965829372 | Loss: 0.0057110572292004 | Epoch: 357 | MeanAbsoluteError: 0.0524572245776653 | Loss: 0.0053451906969228 | Epoch: 358 |
MeanAbsoluteError: 0.0499896109104156 | Loss: 0.0051202726527117 | Epoch: 359 | MeanAbsoluteError: 0.0485992208123207 | Loss: 0.0050338091173520 | Epoch: 360 |
MeanAbsoluteError: 0.0546162724494934 | Loss: 0.0054377635762406 | Epoch: 361 | MeanAbsoluteError: 0.0452959761023521 | Loss: 0.0047190541519861 | Epoch: 362 |
MeanAbsoluteError: 0.0475983135402203 | Loss: 0.0044291503541172 | Epoch: 363 | MeanAbsoluteError: 0.0473993383347988 | Loss: 0.0046582022974811 | Epoch: 364 |
MeanAbsoluteError: 0.0485245585441589 | Loss: 0.0044211982997755 | Epoch: 365 | MeanAbsoluteError: 0.0487501770257950 | Loss: 0.0046258013095940 | Epoch: 366 |
MeanAbsoluteError: 0.0517052263021469 | Loss: 0.0053059174364898 | Epoch: 367 | MeanAbsoluteError: 0.0465506985783577 | Loss: 0.0044066703886104 | Epoch: 368 |
MeanAbsoluteError: 0.0516819022595882 | Loss: 0.0050189139503830 | Epoch: 369 | MeanAbsoluteError: 0.0483882986009121 | Loss: 0.0044910277174010 | Epoch: 370 |
MeanAbsoluteError: 0.0492440164089203 | Loss: 0.0048186376822802 | Epoch: 371 | MeanAbsoluteError: 0.0470928288996220 | Loss: 0.0042723344175223 | Epoch: 372 |
MeanAbsoluteError: 0.0485440567135811 | Loss: 0.0043676902718532 | Epoch: 373 | MeanAbsoluteError: 0.0489655211567879 | Loss: 0.0046465256953767 | Epoch: 374 |
MeanAbsoluteError: 0.0491125471889973 | Loss: 0.0045182283265361 | Epoch: 375 | MeanAbsoluteError: 0.0540316961705685 | Loss: 0.0054616326939625 | Epoch: 376 |
MeanAbsoluteError: 0.0487948134541512 | Loss: 0.0049011161201634 | Epoch: 377 | MeanAbsoluteError: 0.0513366684317589 | Loss: 0.0046838170443273 | Epoch: 378 |
MeanAbsoluteError: 0.0479011982679367 | Loss: 0.0046351648638180 | Epoch: 379 | MeanAbsoluteError: 0.0446074455976486 | Loss: 0.0040359319913356 | Epoch: 380 |
MeanAbsoluteError: 0.0509321019053459 | Loss: 0.0048928437525562 | Epoch: 381 | MeanAbsoluteError: 0.0479034669697285 | Loss: 0.0046369360821942 | Epoch: 382 |
MeanAbsoluteError: 0.0495193675160408 | Loss: 0.0051309234503424 | Epoch: 383 | MeanAbsoluteError: 0.0510992035269737 | Loss: 0.0050872974644881 | Epoch: 384 |
MeanAbsoluteError: 0.0489227548241615 | Loss: 0.0047685851802817 | Epoch: 385 | MeanAbsoluteError: 0.0501937642693520 | Loss: 0.0049769177361547 | Epoch: 386 |
MeanAbsoluteError: 0.0472001023590565 | Loss: 0.0042071338091046 | Epoch: 387 | MeanAbsoluteError: 0.0425518825650215 | Loss: 0.0037004404689651 | Epoch: 388 |
MeanAbsoluteError: 0.0506885126233101 | Loss: 0.0049997513822746 | Epoch: 389 | MeanAbsoluteError: 0.0496575273573399 | Loss: 0.0043246536453565 | Epoch: 390 |
MeanAbsoluteError: 0.0460200645029545 | Loss: 0.0044527608257098 | Epoch: 391 | MeanAbsoluteError: 0.0493900142610073 | Loss: 0.0046502126929893 | Epoch: 392 |
MeanAbsoluteError: 0.0483104176819324 | Loss: 0.0044841232209001 | Epoch: 393 | MeanAbsoluteError: 0.0511729232966900 | Loss: 0.0048651516208580 | Epoch: 394 |
MeanAbsoluteError: 0.0442194417119026 | Loss: 0.0039612202792584 | Epoch: 395 | MeanAbsoluteError: 0.0477092862129211 | Loss: 0.0047022056063482 | Epoch: 396 |
MeanAbsoluteError: 0.0467097237706184 | Loss: 0.0041385471717998 | Epoch: 397 | MeanAbsoluteError: 0.0468577444553375 | Loss: 0.0041306895013743 | Epoch: 398 |
MeanAbsoluteError: 0.0492485240101814 | Loss: 0.0055696927255485 | Epoch: 399 | MeanAbsoluteError: 0.0541904717683792 | Loss: 0.0051452718657674 | Epoch: 400 |
MeanAbsoluteError: 0.0451606437563896 | Loss: 0.0037410268278715 | Epoch: 401 | MeanAbsoluteError: 0.0440681204199791 | Loss: 0.0036797620496266 | Epoch: 402 |
MeanAbsoluteError: 0.0491785630583763 | Loss: 0.0047642871784046 | Epoch: 403 | MeanAbsoluteError: 0.0506835579872131 | Loss: 0.0054447877155326 | Epoch: 404 |
MeanAbsoluteError: 0.0515647679567337 | Loss: 0.0056245957978535 | Epoch: 405 | MeanAbsoluteError: 0.0443008393049240 | Loss: 0.0041712260482988 | Epoch: 406 |
MeanAbsoluteError: 0.0484815239906311 | Loss: 0.0047341522816957 | Early stopping at epoch 405
Returned to Spot: Validation loss: 0.004734152281695666
spotPython tuning: 0.0026928081229255583 [##########] 100.00% Done...
<spotPython.spot.spot.Spot at 0x186582fb0>
The textual output shown in the console (or code cell) can be visualized with Tensorboard as described in Section 14.9, see also the description in the documentation: Tensorboard.
After the hyperparameter tuning run is finished, the results can be analyzed as described in Section 14.10.
=False,
spot_tuner.plot_progress(log_y="./figures/" + experiment_name+"_progress.png") filename
print(gen_design_table(fun_control=fun_control, spot=spot_tuner))
| name | type | default | lower | upper | tuned | transform | importance | stars |
|--------------|--------|-----------|---------|---------|--------------------|-----------------------|--------------|---------|
| _L_in | int | 10 | 10.0 | 10.0 | 10.0 | None | 0.00 | |
| _L_out | int | 1 | 1.0 | 1.0 | 1.0 | None | 0.00 | |
| l1 | int | 3 | 3.0 | 8.0 | 5.0 | transform_power_2_int | 0.00 | |
| dropout_prob | float | 0.01 | 0.0 | 0.9 | 0.3840970624671163 | None | 0.00 | |
| lr_mult | float | 1.0 | 0.1 | 10.0 | 4.593111165984917 | None | 0.00 | |
| batch_size | int | 4 | 1.0 | 4.0 | 3.0 | transform_power_2_int | 0.00 | |
| epochs | int | 4 | 2.0 | 16.0 | 8.0 | transform_power_2_int | 0.00 | |
| k_folds | int | 1 | 1.0 | 1.0 | 1.0 | None | 0.00 | |
| patience | int | 2 | 3.0 | 7.0 | 6.0 | transform_power_2_int | 100.00 | *** |
| optimizer | factor | SGD | 0.0 | 6.0 | 2.0 | None | 3.06 | * |
| sgd_momentum | float | 0.0 | 0.0 | 1.0 | 0.8945915831939406 | None | 0.00 | |
=0.025,
spot_tuner.plot_importance(threshold="./figures/" + experiment_name+"_importance.png") filename
from spotPython.hyperparameters.values import get_one_core_model_from_X
= spot_tuner.to_all_dim(spot_tuner.min_X.reshape(1,-1))
X = get_one_core_model_from_X(X, fun_control)
model_spot model_spot
Net_lin_reg(
(fc1): Linear(in_features=10, out_features=32, bias=True)
(fc2): Linear(in_features=32, out_features=16, bias=True)
(fc3): Linear(in_features=16, out_features=1, bias=True)
(relu): ReLU()
(softmax): Softmax(dim=1)
(dropout1): Dropout(p=0.3840970624671163, inplace=False)
(dropout2): Dropout(p=0.19204853123355814, inplace=False)
)
from spotPython.torch.traintest import (
train_tuned,
test_tuned, )
=model_spot, train_dataset=train,
train_tuned(net=fun_control["loss_function"],
loss_function=fun_control["metric_torch"],
metric=True,
shuffle= fun_control["device"],
device =None,
path=fun_control["task"],) task
Epoch: 1 | MeanAbsoluteError: 0.1452026963233948 | Loss: 0.0335182444388537 | Epoch: 2 | MeanAbsoluteError: 0.1487469822168350 | Loss: 0.0341262839440452 | Epoch: 3 | MeanAbsoluteError: 0.1354807168245316 | Loss: 0.0289670378459912 | Epoch: 4 |
MeanAbsoluteError: 0.1382693797349930 | Loss: 0.0304818746854404 | Epoch: 5 | MeanAbsoluteError: 0.1338861733675003 | Loss: 0.0285172380972654 | Epoch: 6 | MeanAbsoluteError: 0.1252007633447647 | Loss: 0.0243285162325360 | Epoch: 7 | MeanAbsoluteError: 0.1191776692867279 | Loss: 0.0227438320626358 | Epoch: 8 |
MeanAbsoluteError: 0.1256391704082489 | Loss: 0.0241356412267410 | Epoch: 9 | MeanAbsoluteError: 0.1135099828243256 | Loss: 0.0203280732354247 | Epoch: 10 | MeanAbsoluteError: 0.1194888055324554 | Loss: 0.0229325490807624 | Epoch: 11 | MeanAbsoluteError: 0.1016323491930962 | Loss: 0.0161328654687263 | Epoch: 12 |
MeanAbsoluteError: 0.1057643294334412 | Loss: 0.0171578947185098 | Epoch: 13 | MeanAbsoluteError: 0.0896292850375175 | Loss: 0.0120296734507735 | Epoch: 14 | MeanAbsoluteError: 0.0897451937198639 | Loss: 0.0134868050717111 | Epoch: 15 | MeanAbsoluteError: 0.0916105881333351 | Loss: 0.0137139958586838 | Epoch: 16 |
MeanAbsoluteError: 0.0833887010812759 | Loss: 0.0111732909051505 | Epoch: 17 | MeanAbsoluteError: 0.0831177160143852 | Loss: 0.0112475744313806 | Epoch: 18 | MeanAbsoluteError: 0.0788021609187126 | Loss: 0.0098636918456147 | Epoch: 19 | MeanAbsoluteError: 0.0685281082987785 | Loss: 0.0080855214527171 | Epoch: 20 |
MeanAbsoluteError: 0.0758379921317101 | Loss: 0.0098980836122983 | Epoch: 21 | MeanAbsoluteError: 0.0679179280996323 | Loss: 0.0083931007753371 | Epoch: 22 | MeanAbsoluteError: 0.0719663128256798 | Loss: 0.0084830545299490 | Epoch: 23 | MeanAbsoluteError: 0.0706743150949478 | Loss: 0.0080732407422099 | Epoch: 24 |
MeanAbsoluteError: 0.0633461475372314 | Loss: 0.0067800931696854 | Epoch: 25 | MeanAbsoluteError: 0.0587578006088734 | Loss: 0.0053307320371172 | Epoch: 26 | MeanAbsoluteError: 0.0561871416866779 | Loss: 0.0058208949110275 | Epoch: 27 | MeanAbsoluteError: 0.0539141707122326 | Loss: 0.0052158068620453 | Epoch: 28 |
MeanAbsoluteError: 0.0558262690901756 | Loss: 0.0055686693828504 | Epoch: 29 | MeanAbsoluteError: 0.0545781701803207 | Loss: 0.0059934325384491 | Epoch: 30 | MeanAbsoluteError: 0.0566979646682739 | Loss: 0.0056958928992237 | Epoch: 31 | MeanAbsoluteError: 0.0712664499878883 | Loss: 0.0080342411161645 | Epoch: 32 |
MeanAbsoluteError: 0.0689297392964363 | Loss: 0.0070113622534432 | Epoch: 33 | MeanAbsoluteError: 0.0550902001559734 | Loss: 0.0056472656862369 | Epoch: 34 | MeanAbsoluteError: 0.0627219602465630 | Loss: 0.0071714967581149 | Epoch: 35 | MeanAbsoluteError: 0.0551956743001938 | Loss: 0.0058335360740066 | Epoch: 36 |
MeanAbsoluteError: 0.0536488480865955 | Loss: 0.0056213534890527 | Epoch: 37 | MeanAbsoluteError: 0.0481662303209305 | Loss: 0.0045641687236065 | Epoch: 38 | MeanAbsoluteError: 0.0485285855829716 | Loss: 0.0041965541772937 | Epoch: 39 | MeanAbsoluteError: 0.0599705316126347 | Loss: 0.0062119007159613 | Epoch: 40 |
MeanAbsoluteError: 0.0544856525957584 | Loss: 0.0053551847737062 | Epoch: 41 | MeanAbsoluteError: 0.0551142767071724 | Loss: 0.0052154710888556 | Epoch: 42 | MeanAbsoluteError: 0.0635040849447250 | Loss: 0.0071087777446098 | Epoch: 43 | MeanAbsoluteError: 0.0564471110701561 | Loss: 0.0065697279600212 | Epoch: 44 |
MeanAbsoluteError: 0.0460282079875469 | Loss: 0.0043486493507915 | Epoch: 45 | MeanAbsoluteError: 0.0491646267473698 | Loss: 0.0044483513078089 | Epoch: 46 | MeanAbsoluteError: 0.0551451630890369 | Loss: 0.0053309493033387 | Epoch: 47 | MeanAbsoluteError: 0.0499053969979286 | Loss: 0.0049254095815980 | Epoch: 48 |
MeanAbsoluteError: 0.0540398545563221 | Loss: 0.0060243633848394 | Epoch: 49 | MeanAbsoluteError: 0.0559504330158234 | Loss: 0.0057218678779655 | Epoch: 50 | MeanAbsoluteError: 0.0549939908087254 | Loss: 0.0056132243158859 | Epoch: 51 | MeanAbsoluteError: 0.0549095422029495 | Loss: 0.0047687915564319 | Epoch: 52 |
MeanAbsoluteError: 0.0580382980406284 | Loss: 0.0057796993856563 | Epoch: 53 | MeanAbsoluteError: 0.0573721677064896 | Loss: 0.0057160441494106 | Epoch: 54 | MeanAbsoluteError: 0.0511518716812134 | Loss: 0.0057901769882607 | Epoch: 55 | MeanAbsoluteError: 0.0551319010555744 | Loss: 0.0054667607197955 | Epoch: 56 |
MeanAbsoluteError: 0.0485331341624260 | Loss: 0.0047709644702416 | Epoch: 57 | MeanAbsoluteError: 0.0687390789389610 | Loss: 0.0076224829597203 | Epoch: 58 | MeanAbsoluteError: 0.0703577697277069 | Loss: 0.0078628746896835 | Epoch: 59 | MeanAbsoluteError: 0.0503661073744297 | Loss: 0.0049471122788657 | Epoch: 60 |
MeanAbsoluteError: 0.0594974309206009 | Loss: 0.0066817105643598 | Epoch: 61 | MeanAbsoluteError: 0.0622154437005520 | Loss: 0.0062373629127825 | Epoch: 62 | MeanAbsoluteError: 0.0572934336960316 | Loss: 0.0060310982915230 | Epoch: 63 | MeanAbsoluteError: 0.0561948269605637 | Loss: 0.0060380990555706 | Epoch: 64 |
MeanAbsoluteError: 0.0667899623513222 | Loss: 0.0069170497897032 | Epoch: 65 | MeanAbsoluteError: 0.0524131059646606 | Loss: 0.0057148226386696 | Epoch: 66 | MeanAbsoluteError: 0.0485458374023438 | Loss: 0.0048595825708042 | Epoch: 67 | MeanAbsoluteError: 0.0524177104234695 | Loss: 0.0054084433083373 | Epoch: 68 |
MeanAbsoluteError: 0.0604204162955284 | Loss: 0.0063080012547097 | Epoch: 69 | MeanAbsoluteError: 0.0531986616551876 | Loss: 0.0057227053039242 | Epoch: 70 | MeanAbsoluteError: 0.0575113855302334 | Loss: 0.0055489024502764 | Epoch: 71 | MeanAbsoluteError: 0.0546585731208324 | Loss: 0.0055625870054906 | Epoch: 72 |
MeanAbsoluteError: 0.0580201670527458 | Loss: 0.0066199835641065 | Epoch: 73 | MeanAbsoluteError: 0.0523259602487087 | Loss: 0.0051274239414948 | Epoch: 74 | MeanAbsoluteError: 0.0562457405030727 | Loss: 0.0063354896081268 | Epoch: 75 | MeanAbsoluteError: 0.0518712438642979 | Loss: 0.0049856757150816 | Epoch: 76 |
MeanAbsoluteError: 0.0535834059119225 | Loss: 0.0052631487058917 | Epoch: 77 | MeanAbsoluteError: 0.0443778224289417 | Loss: 0.0038585444272030 | Epoch: 78 | MeanAbsoluteError: 0.0585601031780243 | Loss: 0.0064650922983052 | Epoch: 79 | MeanAbsoluteError: 0.0481479316949844 | Loss: 0.0044849265173788 | Epoch: 80 |
MeanAbsoluteError: 0.0501040033996105 | Loss: 0.0054745332477308 | Epoch: 81 | MeanAbsoluteError: 0.0484105125069618 | Loss: 0.0049299117618878 | Epoch: 82 | MeanAbsoluteError: 0.0465478412806988 | Loss: 0.0039917105137934 | Epoch: 83 | MeanAbsoluteError: 0.0489464886486530 | Loss: 0.0042108425312970 | Epoch: 84 |
MeanAbsoluteError: 0.0470662228763103 | Loss: 0.0047444540870952 | Epoch: 85 | MeanAbsoluteError: 0.0468078926205635 | Loss: 0.0045774908825191 | Epoch: 86 | MeanAbsoluteError: 0.0538612231612206 | Loss: 0.0048591699757564 | Epoch: 87 | MeanAbsoluteError: 0.0644884705543518 | Loss: 0.0069115093363890 | Epoch: 88 |
MeanAbsoluteError: 0.0541604235768318 | Loss: 0.0056323671815335 | Epoch: 89 | MeanAbsoluteError: 0.0488942824304104 | Loss: 0.0046288594726081 | Epoch: 90 | MeanAbsoluteError: 0.0428629145026207 | Loss: 0.0038760601386648 | Epoch: 91 | MeanAbsoluteError: 0.0462682470679283 | Loss: 0.0043188090249283 | Epoch: 92 |
MeanAbsoluteError: 0.0533552430570126 | Loss: 0.0050286553573403 | Epoch: 93 | MeanAbsoluteError: 0.0470659472048283 | Loss: 0.0047704164646443 | Epoch: 94 | MeanAbsoluteError: 0.0483082570135593 | Loss: 0.0037135705903271 | Epoch: 95 | MeanAbsoluteError: 0.0498273931443691 | Loss: 0.0050782654725481 | Epoch: 96 |
MeanAbsoluteError: 0.0453369282186031 | Loss: 0.0044591944070386 | Epoch: 97 | MeanAbsoluteError: 0.0567113496363163 | Loss: 0.0058389523619553 | Epoch: 98 | MeanAbsoluteError: 0.0690312013030052 | Loss: 0.0077860488274478 | Epoch: 99 | MeanAbsoluteError: 0.0498708710074425 | Loss: 0.0047168485930582 | Epoch: 100 |
MeanAbsoluteError: 0.0563189685344696 | Loss: 0.0053789089862747 | Epoch: 101 | MeanAbsoluteError: 0.0525321289896965 | Loss: 0.0046791873755865 | Epoch: 102 | MeanAbsoluteError: 0.0488443039357662 | Loss: 0.0048144515465920 | Epoch: 103 | MeanAbsoluteError: 0.0584140792489052 | Loss: 0.0060584342159257 | Epoch: 104 |
MeanAbsoluteError: 0.0480701699852943 | Loss: 0.0049129211095676 | Epoch: 105 | MeanAbsoluteError: 0.0442164652049541 | Loss: 0.0037912613624940 | Epoch: 106 | MeanAbsoluteError: 0.0528691262006760 | Loss: 0.0051575787656475 | Epoch: 107 | MeanAbsoluteError: 0.0471432060003281 | Loss: 0.0039041719681240 | Epoch: 108 |
MeanAbsoluteError: 0.0468285195529461 | Loss: 0.0045120795808831 | Epoch: 109 | MeanAbsoluteError: 0.0427706614136696 | Loss: 0.0041039643983822 | Epoch: 110 | MeanAbsoluteError: 0.0622927099466324 | Loss: 0.0071573330113958 | Epoch: 111 | MeanAbsoluteError: 0.0546166598796844 | Loss: 0.0054101783944612 | Epoch: 112 |
MeanAbsoluteError: 0.0573270022869110 | Loss: 0.0056644472550895 | Epoch: 113 | MeanAbsoluteError: 0.0425492711365223 | Loss: 0.0038134879042015 | Epoch: 114 | MeanAbsoluteError: 0.0638893097639084 | Loss: 0.0056761280131085 | Epoch: 115 | MeanAbsoluteError: 0.0543937161564827 | Loss: 0.0056046907266136 | Epoch: 116 |
MeanAbsoluteError: 0.0496372207999229 | Loss: 0.0046350359778827 | Epoch: 117 | MeanAbsoluteError: 0.0484010428190231 | Loss: 0.0045255945419501 | Epoch: 118 | MeanAbsoluteError: 0.0425686649978161 | Loss: 0.0039990221871688 | Epoch: 119 | MeanAbsoluteError: 0.0527838915586472 | Loss: 0.0060718047944216 | Epoch: 120 |
MeanAbsoluteError: 0.0460994578897953 | Loss: 0.0041397361951807 | Epoch: 121 | MeanAbsoluteError: 0.0550101213157177 | Loss: 0.0062662790756133 | Epoch: 122 | MeanAbsoluteError: 0.0533699803054333 | Loss: 0.0048624770639244 | Epoch: 123 | MeanAbsoluteError: 0.0565025843679905 | Loss: 0.0061208362182553 | Epoch: 124 |
MeanAbsoluteError: 0.0469417832791805 | Loss: 0.0042170958568979 | Epoch: 125 | MeanAbsoluteError: 0.0526153668761253 | Loss: 0.0053058824361008 | Epoch: 126 | MeanAbsoluteError: 0.0482078082859516 | Loss: 0.0040698700743776 | Epoch: 127 | MeanAbsoluteError: 0.0506132207810879 | Loss: 0.0045438143271512 | Epoch: 128 |
MeanAbsoluteError: 0.0633010417222977 | Loss: 0.0069029444160773 | Epoch: 129 | MeanAbsoluteError: 0.0630537942051888 | Loss: 0.0056558443818511 | Epoch: 130 | MeanAbsoluteError: 0.0507780648767948 | Loss: 0.0055017440892315 | Epoch: 131 | MeanAbsoluteError: 0.0546514652669430 | Loss: 0.0054505378219275 | Epoch: 132 |
MeanAbsoluteError: 0.0607702508568764 | Loss: 0.0060054426675809 | Epoch: 133 | MeanAbsoluteError: 0.0558654926717281 | Loss: 0.0059519913767489 | Epoch: 134 | MeanAbsoluteError: 0.0539874844253063 | Loss: 0.0052682884025240 | Epoch: 135 | MeanAbsoluteError: 0.0650022178888321 | Loss: 0.0069788512344913 | Epoch: 136 |
MeanAbsoluteError: 0.0536550283432007 | Loss: 0.0048969971493965 | Epoch: 137 | MeanAbsoluteError: 0.0535493902862072 | Loss: 0.0056299232398344 | Epoch: 138 | MeanAbsoluteError: 0.0489221960306168 | Loss: 0.0049820207626142 | Epoch: 139 | MeanAbsoluteError: 0.0430713295936584 | Loss: 0.0046571926937567 | Epoch: 140 |
MeanAbsoluteError: 0.0469382852315903 | Loss: 0.0041525583824535 | Epoch: 141 | MeanAbsoluteError: 0.0477350726723671 | Loss: 0.0042928338470550 | Epoch: 142 | MeanAbsoluteError: 0.0543576739728451 | Loss: 0.0057710894417189 | Epoch: 143 | MeanAbsoluteError: 0.0606821998953819 | Loss: 0.0063249394741816 | Epoch: 144 |
MeanAbsoluteError: 0.0427135005593300 | Loss: 0.0039767120814711 | Epoch: 145 | MeanAbsoluteError: 0.0494462437927723 | Loss: 0.0044808400944978 | Epoch: 146 | MeanAbsoluteError: 0.0452370420098305 | Loss: 0.0036158441186049 | Epoch: 147 | MeanAbsoluteError: 0.0456318557262421 | Loss: 0.0043448218891985 | Epoch: 148 |
MeanAbsoluteError: 0.0483167916536331 | Loss: 0.0052216279835097 | Epoch: 149 | MeanAbsoluteError: 0.0597462281584740 | Loss: 0.0069507358467059 | Epoch: 150 | MeanAbsoluteError: 0.0590606108307838 | Loss: 0.0066568704450650 | Epoch: 151 | MeanAbsoluteError: 0.0485299378633499 | Loss: 0.0055955018109863 | Epoch: 152 |
MeanAbsoluteError: 0.0520428679883480 | Loss: 0.0054339627692427 | Epoch: 153 | MeanAbsoluteError: 0.0463419258594513 | Loss: 0.0045223792641130 | Epoch: 154 | MeanAbsoluteError: 0.0523883849382401 | Loss: 0.0053032617602424 | Epoch: 155 | MeanAbsoluteError: 0.0476644486188889 | Loss: 0.0052935515904162 | Epoch: 156 |
MeanAbsoluteError: 0.0453763268887997 | Loss: 0.0044404032462473 | Epoch: 157 | MeanAbsoluteError: 0.0447034835815430 | Loss: 0.0037191047250465 | Epoch: 158 | MeanAbsoluteError: 0.0471230037510395 | Loss: 0.0047506307401866 | Epoch: 159 | MeanAbsoluteError: 0.0483901165425777 | Loss: 0.0053879846236669 | Epoch: 160 |
MeanAbsoluteError: 0.0479925163090229 | Loss: 0.0056050146966682 | Epoch: 161 | MeanAbsoluteError: 0.0448642261326313 | Loss: 0.0044390837628223 | Epoch: 162 | MeanAbsoluteError: 0.0538970753550529 | Loss: 0.0048866522541319 | Epoch: 163 | MeanAbsoluteError: 0.0527297332882881 | Loss: 0.0061316138690975 | Epoch: 164 |
MeanAbsoluteError: 0.0481771081686020 | Loss: 0.0047785721667184 | Epoch: 165 | MeanAbsoluteError: 0.0525175333023071 | Loss: 0.0052247868887590 | Epoch: 166 | MeanAbsoluteError: 0.0523976311087608 | Loss: 0.0055565093521421 | Epoch: 167 | MeanAbsoluteError: 0.0616324730217457 | Loss: 0.0069241013169583 | Epoch: 168 |
MeanAbsoluteError: 0.0592200532555580 | Loss: 0.0065482112389107 | Epoch: 169 | MeanAbsoluteError: 0.0487206429243088 | Loss: 0.0046945939952581 | Epoch: 170 | MeanAbsoluteError: 0.0566787794232368 | Loss: 0.0062957583577372 | Epoch: 171 | MeanAbsoluteError: 0.0569334737956524 | Loss: 0.0062679202191679 | Epoch: 172 |
MeanAbsoluteError: 0.0477848798036575 | Loss: 0.0057289662731101 | Epoch: 173 | MeanAbsoluteError: 0.0613473057746887 | Loss: 0.0075936166379650 | Epoch: 174 | MeanAbsoluteError: 0.0499169789254665 | Loss: 0.0048451106964709 | Epoch: 175 | MeanAbsoluteError: 0.0551849380135536 | Loss: 0.0055272122508062 | Epoch: 176 |
MeanAbsoluteError: 0.0461988113820553 | Loss: 0.0045190446406578 | Epoch: 177 | MeanAbsoluteError: 0.0586024671792984 | Loss: 0.0060940641192964 | Epoch: 178 | MeanAbsoluteError: 0.0450408756732941 | Loss: 0.0044018112561102 | Epoch: 179 | MeanAbsoluteError: 0.0529470853507519 | Loss: 0.0054178257552466 | Epoch: 180 |
MeanAbsoluteError: 0.0452706180512905 | Loss: 0.0041042745211407 | Epoch: 181 | MeanAbsoluteError: 0.0577796921133995 | Loss: 0.0059670083022578 | Epoch: 182 | MeanAbsoluteError: 0.0578277260065079 | Loss: 0.0060725318372103 | Epoch: 183 | MeanAbsoluteError: 0.0494318045675755 | Loss: 0.0050907516637572 | Epoch: 184 |
MeanAbsoluteError: 0.0487061962485313 | Loss: 0.0049642747556055 | Epoch: 185 | MeanAbsoluteError: 0.0510985516011715 | Loss: 0.0049591213372830 | Epoch: 186 | MeanAbsoluteError: 0.0461977124214172 | Loss: 0.0051538410514599 | Epoch: 187 | MeanAbsoluteError: 0.0551898814737797 | Loss: 0.0054252109900852 | Epoch: 188 |
MeanAbsoluteError: 0.0558465942740440 | Loss: 0.0060526994853526 | Epoch: 189 | MeanAbsoluteError: 0.0536580346524715 | Loss: 0.0057559458486809 | Epoch: 190 | MeanAbsoluteError: 0.0551383607089520 | Loss: 0.0057680543165924 | Epoch: 191 | MeanAbsoluteError: 0.0489641875028610 | Loss: 0.0052112467666647 | Epoch: 192 |
MeanAbsoluteError: 0.0474665500223637 | Loss: 0.0056002891421820 | Epoch: 193 | MeanAbsoluteError: 0.0574605166912079 | Loss: 0.0066853589929738 | Epoch: 194 | MeanAbsoluteError: 0.0557099841535091 | Loss: 0.0061846214873520 | Epoch: 195 | MeanAbsoluteError: 0.0557685643434525 | Loss: 0.0060732990294989 | Epoch: 196 |
MeanAbsoluteError: 0.0540490336716175 | Loss: 0.0063105675140641 | Epoch: 197 | MeanAbsoluteError: 0.0461926981806755 | Loss: 0.0046726744101187 | Epoch: 198 | MeanAbsoluteError: 0.0546614266932011 | Loss: 0.0054784145874069 | Epoch: 199 | MeanAbsoluteError: 0.0501543283462524 | Loss: 0.0051057703462184 | Epoch: 200 |
MeanAbsoluteError: 0.0566999167203903 | Loss: 0.0062276882021443 | Epoch: 201 | MeanAbsoluteError: 0.0473076142370701 | Loss: 0.0050469956507808 | Epoch: 202 | MeanAbsoluteError: 0.0602193512022495 | Loss: 0.0068808807822949 | Epoch: 203 | MeanAbsoluteError: 0.0543025583028793 | Loss: 0.0058838093284162 | Epoch: 204 |
MeanAbsoluteError: 0.0520493090152740 | Loss: 0.0054484932931557 | Epoch: 205 | MeanAbsoluteError: 0.0606290325522423 | Loss: 0.0080512465241267 | Epoch: 206 | MeanAbsoluteError: 0.0482079647481441 | Loss: 0.0048516261066604 | Epoch: 207 | MeanAbsoluteError: 0.0549888536334038 | Loss: 0.0054076505751398 | Epoch: 208 |
MeanAbsoluteError: 0.0519401654601097 | Loss: 0.0055202552956823 | Epoch: 209 | MeanAbsoluteError: 0.0533474460244179 | Loss: 0.0052288246117410 | Epoch: 210 | MeanAbsoluteError: 0.0492738485336304 | Loss: 0.0047098303299495 | Early stopping at epoch 209
Returned to Spot: Validation loss: 0.004709830329949527
If path
is set to a filename, e.g., path = "model_spot_trained.pt"
, the weights of the trained model will be loaded from this file.
=model_spot, test_dataset=test,
test_tuned(net=False,
shuffle=fun_control["loss_function"],
loss_function=fun_control["metric_torch"],
metric= fun_control["device"],
device =fun_control["task"],) task
MeanAbsoluteError: 0.0531265325844288 | Loss: 0.0060760189371649 | Final evaluation: Validation loss: 0.006076018937164918
Final evaluation: Validation metric: 0.05312653258442879
----------------------------------------------
(0.006076018937164918, nan, tensor(0.0531))
from spotPython.torch.traintest import evaluate_cv
# modify k-kolds:
setattr(model_spot, "k_folds", 10)
= evaluate_cv(net=model_spot,
df_eval, df_preds, df_metrics =fun_control["data"],
dataset=fun_control["loss_function"],
loss_function=fun_control["metric_torch"],
metric=fun_control["task"],
task=fun_control["writer"],
writer="model_spot_cv",
writerId= fun_control["device"]) device
Fold: 1
Epoch: 1 |
MeanAbsoluteError: 0.1414459794759750 | Loss: 0.0343159539445948 | Epoch: 2 |
MeanAbsoluteError: 0.1174980252981186 | Loss: 0.0213862570145955 | Epoch: 3 |
MeanAbsoluteError: 0.1134593784809113 | Loss: 0.0185263883322477 | Epoch: 4 |
MeanAbsoluteError: 0.1088417917490005 | Loss: 0.0171441211221883 | Epoch: 5 |
MeanAbsoluteError: 0.0819596946239471 | Loss: 0.0111374479467766 | Epoch: 6 |
MeanAbsoluteError: 0.0827154070138931 | Loss: 0.0111573870795277 | Epoch: 7 |
MeanAbsoluteError: 0.0803340375423431 | Loss: 0.0107760501022522 | Epoch: 8 |
MeanAbsoluteError: 0.0606685541570187 | Loss: 0.0062929676272548 | Epoch: 9 |
MeanAbsoluteError: 0.0738035365939140 | Loss: 0.0089774020105744 | Epoch: 10 |
MeanAbsoluteError: 0.0579815208911896 | Loss: 0.0058487777311641 | Epoch: 11 |
MeanAbsoluteError: 0.0639534965157509 | Loss: 0.0075883112417964 | Epoch: 12 |
MeanAbsoluteError: 0.0510539449751377 | Loss: 0.0043777781717766 | Epoch: 13 |
MeanAbsoluteError: 0.0617730580270290 | Loss: 0.0072024756899247 | Epoch: 14 |
MeanAbsoluteError: 0.0561680570244789 | Loss: 0.0056264951753502 | Epoch: 15 |
MeanAbsoluteError: 0.0515886098146439 | Loss: 0.0045624360880958 | Epoch: 16 |
MeanAbsoluteError: 0.0607611648738384 | Loss: 0.0059379524766253 | Epoch: 17 |
MeanAbsoluteError: 0.0603702627122402 | Loss: 0.0057825706093214 | Epoch: 18 |
MeanAbsoluteError: 0.0526198185980320 | Loss: 0.0046221539736367 | Epoch: 19 |
MeanAbsoluteError: 0.0480859912931919 | Loss: 0.0042050249534301 | Epoch: 20 |
MeanAbsoluteError: 0.0525608584284782 | Loss: 0.0044762180545009 | Epoch: 21 |
MeanAbsoluteError: 0.0452177338302135 | Loss: 0.0040025304770097 | Epoch: 22 |
MeanAbsoluteError: 0.0584472641348839 | Loss: 0.0050833130058331 | Epoch: 23 |
MeanAbsoluteError: 0.0397060327231884 | Loss: 0.0029526501714897 | Epoch: 24 |
MeanAbsoluteError: 0.0506323426961899 | Loss: 0.0042771412543236 | Epoch: 25 |
MeanAbsoluteError: 0.0520481877028942 | Loss: 0.0048374398790586 | Epoch: 26 |
MeanAbsoluteError: 0.0629656463861465 | Loss: 0.0064647101904624 | Epoch: 27 |
MeanAbsoluteError: 0.0506992787122726 | Loss: 0.0051372679411613 | Epoch: 28 |
MeanAbsoluteError: 0.0548158697783947 | Loss: 0.0049737666447002 | Epoch: 29 |
MeanAbsoluteError: 0.0415629632771015 | Loss: 0.0036219620557788 | Epoch: 30 |
MeanAbsoluteError: 0.0466059483587742 | Loss: 0.0041548862086179 | Epoch: 31 |
MeanAbsoluteError: 0.0423435792326927 | Loss: 0.0032504037595712 | Epoch: 32 |
MeanAbsoluteError: 0.0444596484303474 | Loss: 0.0032252942596992 | Epoch: 33 |
MeanAbsoluteError: 0.0427757725119591 | Loss: 0.0030582434712694 | Epoch: 34 |
MeanAbsoluteError: 0.0495980009436607 | Loss: 0.0044539631792129 | Epoch: 35 |
MeanAbsoluteError: 0.0495584122836590 | Loss: 0.0048267537226471 | Epoch: 36 |
MeanAbsoluteError: 0.0463276244699955 | Loss: 0.0041339638499686 | Epoch: 37 |
MeanAbsoluteError: 0.0519955195486546 | Loss: 0.0042136315560828 | Epoch: 38 |
MeanAbsoluteError: 0.0383013933897018 | Loss: 0.0028521726713874 | Epoch: 39 |
MeanAbsoluteError: 0.0447151996195316 | Loss: 0.0032913151931447 | Epoch: 40 |
MeanAbsoluteError: 0.0558878928422928 | Loss: 0.0050429218950180 | Epoch: 41 |
MeanAbsoluteError: 0.0459970459342003 | Loss: 0.0043259898218541 | Epoch: 42 |
MeanAbsoluteError: 0.0380936823785305 | Loss: 0.0025572267611726 | Epoch: 43 |
MeanAbsoluteError: 0.0630036517977715 | Loss: 0.0062541522336407 | Epoch: 44 |
MeanAbsoluteError: 0.0471007190644741 | Loss: 0.0044827803951473 | Epoch: 45 |
MeanAbsoluteError: 0.0413703918457031 | Loss: 0.0037594548283288 | Epoch: 46 |
MeanAbsoluteError: 0.0453184731304646 | Loss: 0.0041830385050092 | Epoch: 47 |
MeanAbsoluteError: 0.0489127635955811 | Loss: 0.0044013114126686 | Epoch: 48 |
MeanAbsoluteError: 0.0490909926593304 | Loss: 0.0036841656636590 | Epoch: 49 |
MeanAbsoluteError: 0.0532665960490704 | Loss: 0.0051290580617765 | Epoch: 50 |
MeanAbsoluteError: 0.0466977134346962 | Loss: 0.0044637448691691 | Epoch: 51 |
MeanAbsoluteError: 0.0435238033533096 | Loss: 0.0033079311788942 | Epoch: 52 |
MeanAbsoluteError: 0.0389570929110050 | Loss: 0.0030524581849862 | Epoch: 53 |
MeanAbsoluteError: 0.0485423654317856 | Loss: 0.0039717235530798 | Epoch: 54 |
MeanAbsoluteError: 0.0466747507452965 | Loss: 0.0060992299650724 | Epoch: 55 |
MeanAbsoluteError: 0.0424691289663315 | Loss: 0.0030187284753013 | Epoch: 56 |
MeanAbsoluteError: 0.0552474446594715 | Loss: 0.0048328063567169 | Epoch: 57 |
MeanAbsoluteError: 0.0740467980504036 | Loss: 0.0084938488255900 | Epoch: 58 |
MeanAbsoluteError: 0.0465559959411621 | Loss: 0.0037135265122813 | Epoch: 59 |
MeanAbsoluteError: 0.0451292954385281 | Loss: 0.0039707075607461 | Epoch: 60 |
MeanAbsoluteError: 0.0456060990691185 | Loss: 0.0038158484340574 | Epoch: 61 |
MeanAbsoluteError: 0.0407601930201054 | Loss: 0.0031428031283073 | Epoch: 62 |
MeanAbsoluteError: 0.0524439588189125 | Loss: 0.0039543206355749 | Epoch: 63 |
MeanAbsoluteError: 0.0736591443419456 | Loss: 0.0081044684450787 | Epoch: 64 |
MeanAbsoluteError: 0.0480665601789951 | Loss: 0.0044348191451998 | Epoch: 65 |
MeanAbsoluteError: 0.0359581224620342 | Loss: 0.0022479488577049 | Epoch: 66 |
MeanAbsoluteError: 0.0440688878297806 | Loss: 0.0031657908067036 | Epoch: 67 |
MeanAbsoluteError: 0.0362556278705597 | Loss: 0.0025871890404512 | Epoch: 68 |
MeanAbsoluteError: 0.0370789915323257 | Loss: 0.0026082525728270 | Epoch: 69 |
MeanAbsoluteError: 0.0576655119657516 | Loss: 0.0062952100191838 | Epoch: 70 |
MeanAbsoluteError: 0.0589235872030258 | Loss: 0.0064265239410675 | Epoch: 71 |
MeanAbsoluteError: 0.0547582432627678 | Loss: 0.0049889752945791 | Epoch: 72 |
MeanAbsoluteError: 0.0401506051421165 | Loss: 0.0045713396975771 | Epoch: 73 |
MeanAbsoluteError: 0.0505148060619831 | Loss: 0.0046664822058609 | Epoch: 74 |
MeanAbsoluteError: 0.0468519814312458 | Loss: 0.0043577287713281 | Epoch: 75 |
MeanAbsoluteError: 0.0422547161579132 | Loss: 0.0032796861397891 | Epoch: 76 |
MeanAbsoluteError: 0.0394993573427200 | Loss: 0.0040135237280853 | Epoch: 77 |
MeanAbsoluteError: 0.0367196314036846 | Loss: 0.0022696747955006 | Epoch: 78 |
MeanAbsoluteError: 0.0372427441179752 | Loss: 0.0026127084230001 | Epoch: 79 |
MeanAbsoluteError: 0.0445588342845440 | Loss: 0.0037776491774891 | Epoch: 80 |
MeanAbsoluteError: 0.0452931448817253 | Loss: 0.0041482351505413 | Epoch: 81 |
MeanAbsoluteError: 0.0360108725726604 | Loss: 0.0022816292699785 | Epoch: 82 |
MeanAbsoluteError: 0.0371038950979710 | Loss: 0.0029401152457397 | Epoch: 83 |
MeanAbsoluteError: 0.0435616672039032 | Loss: 0.0040739925417046 | Epoch: 84 |
MeanAbsoluteError: 0.0486861765384674 | Loss: 0.0037722617674332 | Epoch: 85 |
MeanAbsoluteError: 0.0394847095012665 | Loss: 0.0025569898649477 | Epoch: 86 |
MeanAbsoluteError: 0.0491144657135010 | Loss: 0.0047199115192947 | Epoch: 87 |
MeanAbsoluteError: 0.0406341888010502 | Loss: 0.0031010487604922 | Epoch: 88 |
MeanAbsoluteError: 0.0517573319375515 | Loss: 0.0041876722288390 | Epoch: 89 |
MeanAbsoluteError: 0.0380269400775433 | Loss: 0.0026425424752793 | Epoch: 90 |
MeanAbsoluteError: 0.0512255392968655 | Loss: 0.0046716816186045 | Epoch: 91 |
MeanAbsoluteError: 0.0454722531139851 | Loss: 0.0039347942533473 | Epoch: 92 |
MeanAbsoluteError: 0.0383610092103481 | Loss: 0.0024193648792929 | Epoch: 93 |
MeanAbsoluteError: 0.0440395250916481 | Loss: 0.0072222095108233 | Epoch: 94 |
MeanAbsoluteError: 0.0386998131871223 | Loss: 0.0029340055771172 | Epoch: 95 |
MeanAbsoluteError: 0.0419969856739044 | Loss: 0.0029570712470629 | Epoch: 96 |
MeanAbsoluteError: 0.0520037449896336 | Loss: 0.0068653584726585 | Epoch: 97 |
MeanAbsoluteError: 0.0456604324281216 | Loss: 0.0044470995198935 | Epoch: 98 |
MeanAbsoluteError: 0.0499907433986664 | Loss: 0.0037328437454282 | Epoch: 99 |
MeanAbsoluteError: 0.0383889228105545 | Loss: 0.0032272482819210 | Epoch: 100 |
MeanAbsoluteError: 0.0456809960305691 | Loss: 0.0033910385189721 | Epoch: 101 |
MeanAbsoluteError: 0.0433116257190704 | Loss: 0.0034254762666443 | Epoch: 102 |
MeanAbsoluteError: 0.0426959954202175 | Loss: 0.0040048450956909 | Epoch: 103 |
MeanAbsoluteError: 0.0495121777057648 | Loss: 0.0052856160685993 | Epoch: 104 |
MeanAbsoluteError: 0.0498760491609573 | Loss: 0.0048163797563085 | Epoch: 105 |
MeanAbsoluteError: 0.0462423115968704 | Loss: 0.0044333080743225 | Epoch: 106 |
MeanAbsoluteError: 0.0488385334610939 | Loss: 0.0053751401585312 | Epoch: 107 |
MeanAbsoluteError: 0.0793270170688629 | Loss: 0.0103572852945385 | Epoch: 108 |
MeanAbsoluteError: 0.0453376770019531 | Loss: 0.0035733615379566 | Epoch: 109 |
MeanAbsoluteError: 0.0418521389365196 | Loss: 0.0038670879797652 | Epoch: 110 |
MeanAbsoluteError: 0.0455928593873978 | Loss: 0.0043073426932096 | Epoch: 111 |
MeanAbsoluteError: 0.0460077524185181 | Loss: 0.0038052351267722 | Epoch: 112 |
MeanAbsoluteError: 0.0499333590269089 | Loss: 0.0051794557635171 | Epoch: 113 |
MeanAbsoluteError: 0.0400393307209015 | Loss: 0.0028843451649524 | Epoch: 114 |
MeanAbsoluteError: 0.0389871411025524 | Loss: 0.0024107403408449 | Epoch: 115 |
MeanAbsoluteError: 0.0412452109158039 | Loss: 0.0027365403590151 | Epoch: 116 |
MeanAbsoluteError: 0.0395373776555061 | Loss: 0.0028374254918442 | Epoch: 117 |
MeanAbsoluteError: 0.0421992689371109 | Loss: 0.0031628722521978 | Epoch: 118 |
MeanAbsoluteError: 0.0424080453813076 | Loss: 0.0037683719464649 | Epoch: 119 |
MeanAbsoluteError: 0.0396137274801731 | Loss: 0.0029371986568619 | Epoch: 120 |
MeanAbsoluteError: 0.0410588271915913 | Loss: 0.0030616287974856 | Epoch: 121 |
MeanAbsoluteError: 0.0498473010957241 | Loss: 0.0039837769716262 | Epoch: 122 |
MeanAbsoluteError: 0.0441325455904007 | Loss: 0.0041976726699012 | Epoch: 123 |
MeanAbsoluteError: 0.0391433499753475 | Loss: 0.0032168456281607 | Epoch: 124 |
MeanAbsoluteError: 0.0416422858834267 | Loss: 0.0030849234004003 | Epoch: 125 |
MeanAbsoluteError: 0.0427857302129269 | Loss: 0.0050014355757202 | Epoch: 126 |
MeanAbsoluteError: 0.0440392643213272 | Loss: 0.0035048165860084 | Epoch: 127 |
MeanAbsoluteError: 0.0445310696959496 | Loss: 0.0039271182971648 | Epoch: 128 |
MeanAbsoluteError: 0.0425569005310535 | Loss: 0.0027420160163624 | Epoch: 129 |
MeanAbsoluteError: 0.0477427020668983 | Loss: 0.0055573631901867 | Early stopping at epoch 128
Fold: 2
Epoch: 1 |
MeanAbsoluteError: 0.1332310289144516 | Loss: 0.0278673535929276 | Epoch: 2 |
MeanAbsoluteError: 0.1139545515179634 | Loss: 0.0199073676306468 | Epoch: 3 |
MeanAbsoluteError: 0.0964583009481430 | Loss: 0.0171973413716142 | Epoch: 4 |
MeanAbsoluteError: 0.0983900576829910 | Loss: 0.0189792334030454 | Epoch: 5 |
MeanAbsoluteError: 0.0862642824649811 | Loss: 0.0134047811421064 | Epoch: 6 |
MeanAbsoluteError: 0.0867632180452347 | Loss: 0.0125144871954735 | Epoch: 7 |
MeanAbsoluteError: 0.0776880159974098 | Loss: 0.0118246583554607 | Epoch: 8 |
MeanAbsoluteError: 0.0724654495716095 | Loss: 0.0095800613053143 | Epoch: 9 |
MeanAbsoluteError: 0.0690836012363434 | Loss: 0.0087936605022360 | Epoch: 10 |
MeanAbsoluteError: 0.0686206817626953 | Loss: 0.0090425435561114 | Epoch: 11 |
MeanAbsoluteError: 0.0870825350284576 | Loss: 0.0127476962516084 | Epoch: 12 |
MeanAbsoluteError: 0.0723229572176933 | Loss: 0.0094726675261672 | Epoch: 13 |
MeanAbsoluteError: 0.0713137611746788 | Loss: 0.0086960808660548 | Epoch: 14 |
MeanAbsoluteError: 0.0846883133053780 | Loss: 0.0117944101982105 | Epoch: 15 |
MeanAbsoluteError: 0.0669880062341690 | Loss: 0.0073239228670270 | Epoch: 16 |
MeanAbsoluteError: 0.0556209124624729 | Loss: 0.0067309947111286 | Epoch: 17 |
MeanAbsoluteError: 0.0739338770508766 | Loss: 0.0084775480298469 | Epoch: 18 |
MeanAbsoluteError: 0.0668265521526337 | Loss: 0.0092704670969397 | Epoch: 19 |
MeanAbsoluteError: 0.0596642866730690 | Loss: 0.0071237383661075 | Epoch: 20 |
MeanAbsoluteError: 0.0698312297463417 | Loss: 0.0086232012388511 | Epoch: 21 |
MeanAbsoluteError: 0.0638480931520462 | Loss: 0.0071179475635290 | Epoch: 22 |
MeanAbsoluteError: 0.0512224733829498 | Loss: 0.0062378321487743 | Epoch: 23 |
MeanAbsoluteError: 0.0596751943230629 | Loss: 0.0078682555781248 | Epoch: 24 |
MeanAbsoluteError: 0.0568793676793575 | Loss: 0.0090369559519996 | Epoch: 25 |
MeanAbsoluteError: 0.0704581514000893 | Loss: 0.0096770946581203 | Epoch: 26 |
MeanAbsoluteError: 0.0550059825181961 | Loss: 0.0074069899990438 | Epoch: 27 |
MeanAbsoluteError: 0.0631615146994591 | Loss: 0.0072373607097409 | Epoch: 28 |
MeanAbsoluteError: 0.0536009445786476 | Loss: 0.0055860902469319 | Epoch: 29 |
MeanAbsoluteError: 0.0578113272786140 | Loss: 0.0070646650408610 | Epoch: 30 |
MeanAbsoluteError: 0.0662948191165924 | Loss: 0.0091564517486124 | Epoch: 31 |
MeanAbsoluteError: 0.0538021773099899 | Loss: 0.0068048521464404 | Epoch: 32 |
MeanAbsoluteError: 0.0670781135559082 | Loss: 0.0121964773234840 | Epoch: 33 |
MeanAbsoluteError: 0.0643002390861511 | Loss: 0.0078195624877341 | Epoch: 34 |
MeanAbsoluteError: 0.0653563290834427 | Loss: 0.0081525595966153 | Epoch: 35 |
MeanAbsoluteError: 0.0599883794784546 | Loss: 0.0075962405042866 | Epoch: 36 |
MeanAbsoluteError: 0.0616889670491219 | Loss: 0.0078826848095140 | Epoch: 37 |
MeanAbsoluteError: 0.0591864213347435 | Loss: 0.0069125594320492 | Epoch: 38 |
MeanAbsoluteError: 0.0698462724685669 | Loss: 0.0093496728133267 | Epoch: 39 |
MeanAbsoluteError: 0.0633565932512283 | Loss: 0.0078419355626325 | Epoch: 40 |
MeanAbsoluteError: 0.0532219298183918 | Loss: 0.0064006889140448 | Epoch: 41 |
MeanAbsoluteError: 0.0630075633525848 | Loss: 0.0077368332288013 | Epoch: 42 |
MeanAbsoluteError: 0.0642099604010582 | Loss: 0.0087771067628637 | Epoch: 43 |
MeanAbsoluteError: 0.0541371963918209 | Loss: 0.0061019367287652 | Epoch: 44 |
MeanAbsoluteError: 0.0627305805683136 | Loss: 0.0074738652552836 | Epoch: 45 |
MeanAbsoluteError: 0.0507902614772320 | Loss: 0.0061526339447412 | Epoch: 46 |
MeanAbsoluteError: 0.0622054561972618 | Loss: 0.0083533932651895 | Epoch: 47 |
MeanAbsoluteError: 0.0621203891932964 | Loss: 0.0084077218242993 | Epoch: 48 |
MeanAbsoluteError: 0.0560700260102749 | Loss: 0.0064565229516190 | Epoch: 49 |
MeanAbsoluteError: 0.0621315352618694 | Loss: 0.0089949927328584 | Epoch: 50 |
MeanAbsoluteError: 0.0532745234668255 | Loss: 0.0068013738804998 | Epoch: 51 |
MeanAbsoluteError: 0.0600913986563683 | Loss: 0.0064013727331677 | Epoch: 52 |
MeanAbsoluteError: 0.0578413754701614 | Loss: 0.0081545118905174 | Epoch: 53 |
MeanAbsoluteError: 0.0513724088668823 | Loss: 0.0072334785318862 | Epoch: 54 |
MeanAbsoluteError: 0.0557351745665073 | Loss: 0.0054930627632600 | Epoch: 55 |
MeanAbsoluteError: 0.0606428049504757 | Loss: 0.0066883452953054 | Epoch: 56 |
MeanAbsoluteError: 0.0622951127588749 | Loss: 0.0079536779532925 | Epoch: 57 |
MeanAbsoluteError: 0.0677779614925385 | Loss: 0.0080241210973607 | Epoch: 58 |
MeanAbsoluteError: 0.0543663464486599 | Loss: 0.0072242792588300 | Epoch: 59 |
MeanAbsoluteError: 0.0521804951131344 | Loss: 0.0056622631292647 | Epoch: 60 |
MeanAbsoluteError: 0.0559543073177338 | Loss: 0.0068288203597499 | Epoch: 61 |
MeanAbsoluteError: 0.0554745160043240 | Loss: 0.0070009645289527 | Epoch: 62 |
MeanAbsoluteError: 0.0494281873106956 | Loss: 0.0047930295203024 | Epoch: 63 |
MeanAbsoluteError: 0.0692287981510162 | Loss: 0.0094673152959261 | Epoch: 64 |
MeanAbsoluteError: 0.0642237067222595 | Loss: 0.0069282833182325 | Epoch: 65 |
MeanAbsoluteError: 0.0590957365930080 | Loss: 0.0075612385452797 | Epoch: 66 |
MeanAbsoluteError: 0.0605021007359028 | Loss: 0.0069154529796483 | Epoch: 67 |
MeanAbsoluteError: 0.0643986240029335 | Loss: 0.0074046533107041 | Epoch: 68 |
MeanAbsoluteError: 0.0483250804245472 | Loss: 0.0049306459259242 | Epoch: 69 |
MeanAbsoluteError: 0.0578743107616901 | Loss: 0.0069614783323442 | Epoch: 70 |
MeanAbsoluteError: 0.0594417415559292 | Loss: 0.0066104625897984 | Epoch: 71 |
MeanAbsoluteError: 0.0742496028542519 | Loss: 0.0098562382089977 | Epoch: 72 |
MeanAbsoluteError: 0.0515954196453094 | Loss: 0.0058658482023300 | Epoch: 73 |
MeanAbsoluteError: 0.0602756626904011 | Loss: 0.0068906646651717 | Epoch: 74 |
MeanAbsoluteError: 0.0519215352833271 | Loss: 0.0055764707727716 | Epoch: 75 |
MeanAbsoluteError: 0.0620294250547886 | Loss: 0.0089137953204604 | Epoch: 76 |
MeanAbsoluteError: 0.0790545344352722 | Loss: 0.0098972147187361 | Epoch: 77 |
MeanAbsoluteError: 0.0572292171418667 | Loss: 0.0057155339387604 | Epoch: 78 |
MeanAbsoluteError: 0.0582163855433464 | Loss: 0.0065904146311088 | Epoch: 79 |
MeanAbsoluteError: 0.0587846003472805 | Loss: 0.0074373682728037 | Epoch: 80 |
MeanAbsoluteError: 0.0650518909096718 | Loss: 0.0067503118457702 | Epoch: 81 |
MeanAbsoluteError: 0.0612091161310673 | Loss: 0.0079734579283887 | Epoch: 82 |
MeanAbsoluteError: 0.0568082481622696 | Loss: 0.0068873257483714 | Epoch: 83 |
MeanAbsoluteError: 0.0566450171172619 | Loss: 0.0064917965254818 | Epoch: 84 |
MeanAbsoluteError: 0.0605608336627483 | Loss: 0.0076881683377836 | Epoch: 85 |
MeanAbsoluteError: 0.0487345084547997 | Loss: 0.0061025918447950 | Epoch: 86 |
MeanAbsoluteError: 0.0493685379624367 | Loss: 0.0053053805022500 | Epoch: 87 |
MeanAbsoluteError: 0.0526784546673298 | Loss: 0.0048954793914723 | Epoch: 88 |
MeanAbsoluteError: 0.0513558015227318 | Loss: 0.0063035636423872 | Epoch: 89 |
MeanAbsoluteError: 0.0534873530268669 | Loss: 0.0058381399945714 | Epoch: 90 |
MeanAbsoluteError: 0.0564029179513454 | Loss: 0.0084887304379103 | Epoch: 91 |
MeanAbsoluteError: 0.0504155308008194 | Loss: 0.0054169748282920 | Epoch: 92 |
MeanAbsoluteError: 0.0605378672480583 | Loss: 0.0074832273575549 | Epoch: 93 |
MeanAbsoluteError: 0.0633422434329987 | Loss: 0.0069398865497743 | Epoch: 94 |
MeanAbsoluteError: 0.0521688945591450 | Loss: 0.0054575483081862 | Epoch: 95 |
MeanAbsoluteError: 0.0600866712629795 | Loss: 0.0064447607594327 | Epoch: 96 |
MeanAbsoluteError: 0.0546328350901604 | Loss: 0.0049674416435524 | Epoch: 97 |
MeanAbsoluteError: 0.0539725795388222 | Loss: 0.0057810210945228 | Epoch: 98 |
MeanAbsoluteError: 0.0537769943475723 | Loss: 0.0059502974371963 | Epoch: 99 |
MeanAbsoluteError: 0.0577385239303112 | Loss: 0.0071608074134789 | Epoch: 100 |
MeanAbsoluteError: 0.0551474839448929 | Loss: 0.0056130377745901 | Epoch: 101 |
MeanAbsoluteError: 0.0509676784276962 | Loss: 0.0052143881061616 | Epoch: 102 |
MeanAbsoluteError: 0.0496866852045059 | Loss: 0.0057555721857800 | Epoch: 103 |
MeanAbsoluteError: 0.0561871007084846 | Loss: 0.0056136877795395 | Epoch: 104 |
MeanAbsoluteError: 0.0586884021759033 | Loss: 0.0062427973025478 | Epoch: 105 |
MeanAbsoluteError: 0.0604123435914516 | Loss: 0.0093695795826184 | Epoch: 106 |
MeanAbsoluteError: 0.0551675930619240 | Loss: 0.0080278294134097 | Epoch: 107 |
MeanAbsoluteError: 0.0545764788985252 | Loss: 0.0054643327961318 | Epoch: 108 |
MeanAbsoluteError: 0.0478693544864655 | Loss: 0.0057878981001872 | Epoch: 109 |
MeanAbsoluteError: 0.0613265559077263 | Loss: 0.0072709781637129 | Epoch: 110 |
MeanAbsoluteError: 0.0452532656490803 | Loss: 0.0044721059250430 | Epoch: 111 |
MeanAbsoluteError: 0.0591460131108761 | Loss: 0.0073826856409701 | Epoch: 112 |
MeanAbsoluteError: 0.0546461790800095 | Loss: 0.0056275592651218 | Epoch: 113 |
MeanAbsoluteError: 0.0533169396221638 | Loss: 0.0058856490963640 | Epoch: 114 |
MeanAbsoluteError: 0.0501347072422504 | Loss: 0.0049963545304938 | Epoch: 115 |
MeanAbsoluteError: 0.0657620131969452 | Loss: 0.0084207726199216 | Epoch: 116 |
MeanAbsoluteError: 0.0657791122794151 | Loss: 0.0094020414488533 | Epoch: 117 |
MeanAbsoluteError: 0.0522600561380386 | Loss: 0.0064158427457397 | Epoch: 118 |
MeanAbsoluteError: 0.0531551837921143 | Loss: 0.0062114741706934 | Epoch: 119 |
MeanAbsoluteError: 0.0587166659533978 | Loss: 0.0079517466589235 | Epoch: 120 |
MeanAbsoluteError: 0.0459537208080292 | Loss: 0.0062225439648431 | Epoch: 121 |
MeanAbsoluteError: 0.0559995993971825 | Loss: 0.0062648138711945 | Epoch: 122 |
MeanAbsoluteError: 0.0516127049922943 | Loss: 0.0055273410398513 | Epoch: 123 |
MeanAbsoluteError: 0.0691503733396530 | Loss: 0.0094828760394683 | Epoch: 124 |
MeanAbsoluteError: 0.0443283170461655 | Loss: 0.0048112267988752 | Epoch: 125 |
MeanAbsoluteError: 0.0491857342422009 | Loss: 0.0053619989462627 | Epoch: 126 |
MeanAbsoluteError: 0.0493065938353539 | Loss: 0.0055411853424560 | Epoch: 127 |
MeanAbsoluteError: 0.0490184873342514 | Loss: 0.0049483513710304 | Epoch: 128 |
MeanAbsoluteError: 0.0541563518345356 | Loss: 0.0058877065043467 | Epoch: 129 |
MeanAbsoluteError: 0.0575437322258949 | Loss: 0.0059994983200270 | Epoch: 130 |
MeanAbsoluteError: 0.0577137693762779 | Loss: 0.0064103277489686 | Epoch: 131 |
MeanAbsoluteError: 0.0557388626039028 | Loss: 0.0059761048043863 | Epoch: 132 |
MeanAbsoluteError: 0.0538627468049526 | Loss: 0.0060142394459735 | Epoch: 133 |
MeanAbsoluteError: 0.0624377168715000 | Loss: 0.0064727325135699 | Epoch: 134 |
MeanAbsoluteError: 0.0496986731886864 | Loss: 0.0047350695061211 | Epoch: 135 |
MeanAbsoluteError: 0.0431477352976799 | Loss: 0.0037801152435490 | Epoch: 136 |
MeanAbsoluteError: 0.0479090213775635 | Loss: 0.0048570081215495 | Epoch: 137 |
MeanAbsoluteError: 0.0573737770318985 | Loss: 0.0066619076936219 | Epoch: 138 |
MeanAbsoluteError: 0.0551331676542759 | Loss: 0.0075660067288062 | Epoch: 139 |
MeanAbsoluteError: 0.0486815869808197 | Loss: 0.0049104317485426 | Epoch: 140 |
MeanAbsoluteError: 0.0552750006318092 | Loss: 0.0059511438728525 | Epoch: 141 |
MeanAbsoluteError: 0.0493481867015362 | Loss: 0.0053031411169706 | Epoch: 142 |
MeanAbsoluteError: 0.0649333596229553 | Loss: 0.0082625127397478 | Epoch: 143 |
MeanAbsoluteError: 0.0573728196322918 | Loss: 0.0058022429808401 | Epoch: 144 |
MeanAbsoluteError: 0.0528466366231441 | Loss: 0.0076229240602026 | Epoch: 145 |
MeanAbsoluteError: 0.0563116557896137 | Loss: 0.0060882373318936 | Epoch: 146 |
MeanAbsoluteError: 0.0438472777605057 | Loss: 0.0053212960841707 | Epoch: 147 |
MeanAbsoluteError: 0.0512560904026031 | Loss: 0.0060893848735409 | Epoch: 148 |
MeanAbsoluteError: 0.0491110049188137 | Loss: 0.0050262031279719 | Epoch: 149 |
MeanAbsoluteError: 0.0483608208596706 | Loss: 0.0047982152005156 | Epoch: 150 |
MeanAbsoluteError: 0.0571874603629112 | Loss: 0.0069665574343302 | Epoch: 151 |
MeanAbsoluteError: 0.0571475401520729 | Loss: 0.0070579408381421 | Epoch: 152 |
MeanAbsoluteError: 0.0593664348125458 | Loss: 0.0079321221520121 | Epoch: 153 |
MeanAbsoluteError: 0.0620533749461174 | Loss: 0.0076904481885811 | Epoch: 154 |
MeanAbsoluteError: 0.0494084246456623 | Loss: 0.0050670842084890 | Epoch: 155 |
MeanAbsoluteError: 0.0769236311316490 | Loss: 0.0090878022870479 | Epoch: 156 |
MeanAbsoluteError: 0.0601508133113384 | Loss: 0.0063139814077518 | Epoch: 157 |
MeanAbsoluteError: 0.0521630421280861 | Loss: 0.0054474690651449 | Epoch: 158 |
MeanAbsoluteError: 0.0609308369457722 | Loss: 0.0062483497357999 | Epoch: 159 |
MeanAbsoluteError: 0.0464910119771957 | Loss: 0.0052157959659011 | Epoch: 160 |
MeanAbsoluteError: 0.0599785931408405 | Loss: 0.0076162024007107 | Epoch: 161 |
MeanAbsoluteError: 0.0486163273453712 | Loss: 0.0051004710190822 | Epoch: 162 |
MeanAbsoluteError: 0.0534530542790890 | Loss: 0.0059892022624039 | Epoch: 163 |
MeanAbsoluteError: 0.0667490139603615 | Loss: 0.0078150029115092 | Epoch: 164 |
MeanAbsoluteError: 0.0530772171914577 | Loss: 0.0057068816072737 | Epoch: 165 |
MeanAbsoluteError: 0.0471036992967129 | Loss: 0.0047431577874634 | Epoch: 166 |
MeanAbsoluteError: 0.0456185005605221 | Loss: 0.0054911572504072 | Epoch: 167 |
MeanAbsoluteError: 0.0512059219181538 | Loss: 0.0051111432168489 | Epoch: 168 |
MeanAbsoluteError: 0.0530637800693512 | Loss: 0.0071527658236356 | Epoch: 169 |
MeanAbsoluteError: 0.0522609129548073 | Loss: 0.0060266656845880 | Epoch: 170 |
MeanAbsoluteError: 0.0545457787811756 | Loss: 0.0063342518047788 | Epoch: 171 |
MeanAbsoluteError: 0.0549884289503098 | Loss: 0.0053607562843424 | Epoch: 172 |
MeanAbsoluteError: 0.0711482763290405 | Loss: 0.0117054490211348 | Epoch: 173 |
MeanAbsoluteError: 0.0537208802998066 | Loss: 0.0062432967018909 | Epoch: 174 |
MeanAbsoluteError: 0.0468603000044823 | Loss: 0.0055245803355669 | Epoch: 175 |
MeanAbsoluteError: 0.0630777478218079 | Loss: 0.0070389825582074 | Epoch: 176 |
MeanAbsoluteError: 0.0467945672571659 | Loss: 0.0049339733534278 | Epoch: 177 |
MeanAbsoluteError: 0.0531113296747208 | Loss: 0.0060792795489900 | Epoch: 178 |
MeanAbsoluteError: 0.0564550384879112 | Loss: 0.0069336915800634 | Epoch: 179 |
MeanAbsoluteError: 0.0427604727447033 | Loss: 0.0039901644385491 | Epoch: 180 |
MeanAbsoluteError: 0.0494440980255604 | Loss: 0.0059773804163202 | Epoch: 181 |
MeanAbsoluteError: 0.0625592917203903 | Loss: 0.0075381045373013 | Epoch: 182 |
MeanAbsoluteError: 0.0617341473698616 | Loss: 0.0087789397221059 | Epoch: 183 |
MeanAbsoluteError: 0.0479502379894257 | Loss: 0.0047626945328935 | Epoch: 184 |
MeanAbsoluteError: 0.0578187517821789 | Loss: 0.0059091058971647 | Epoch: 185 |
MeanAbsoluteError: 0.0546604022383690 | Loss: 0.0062263323119483 | Epoch: 186 |
MeanAbsoluteError: 0.0602780096232891 | Loss: 0.0082336872762356 | Epoch: 187 |
MeanAbsoluteError: 0.0495447367429733 | Loss: 0.0054652120586700 | Epoch: 188 |
MeanAbsoluteError: 0.0821062475442886 | Loss: 0.0111677493685140 | Epoch: 189 |
MeanAbsoluteError: 0.0570247694849968 | Loss: 0.0062989638849663 | Epoch: 190 |
MeanAbsoluteError: 0.0648201406002045 | Loss: 0.0091014491268792 | Epoch: 191 |
MeanAbsoluteError: 0.0582264699041843 | Loss: 0.0065426738538708 | Epoch: 192 |
MeanAbsoluteError: 0.0464373677968979 | Loss: 0.0042968954792461 | Epoch: 193 |
MeanAbsoluteError: 0.0488625653088093 | Loss: 0.0051360325484823 | Epoch: 194 |
MeanAbsoluteError: 0.0482565499842167 | Loss: 0.0055672827696141 | Epoch: 195 |
MeanAbsoluteError: 0.0492969639599323 | Loss: 0.0067251466394877 | Epoch: 196 |
MeanAbsoluteError: 0.0621665716171265 | Loss: 0.0095112709543453 | Epoch: 197 |
MeanAbsoluteError: 0.0717512145638466 | Loss: 0.0088005644591668 | Epoch: 198 |
MeanAbsoluteError: 0.0576187819242477 | Loss: 0.0075537315211617 | Epoch: 199 |
MeanAbsoluteError: 0.0532177016139030 | Loss: 0.0058548893116844 | Early stopping at epoch 198
Fold: 3
Epoch: 1 |
MeanAbsoluteError: 0.1305504739284515 | Loss: 0.0255278668438013 | Epoch: 2 |
MeanAbsoluteError: 0.1227560937404633 | Loss: 0.0223353340362127 | Epoch: 3 |
MeanAbsoluteError: 0.1094683259725571 | Loss: 0.0185870254555574 | Epoch: 4 |
MeanAbsoluteError: 0.1189861223101616 | Loss: 0.0211073203334728 | Epoch: 5 |
MeanAbsoluteError: 0.0998469814658165 | Loss: 0.0154380003850047 | Epoch: 6 |
MeanAbsoluteError: 0.0921492576599121 | Loss: 0.0128939767511418 | Epoch: 7 |
MeanAbsoluteError: 0.0810423791408539 | Loss: 0.0107272092539531 | Epoch: 8 |
MeanAbsoluteError: 0.0840980112552643 | Loss: 0.0111490273489975 | Epoch: 9 |
MeanAbsoluteError: 0.0756841674447060 | Loss: 0.0101465506908985 | Epoch: 10 |
MeanAbsoluteError: 0.0797782912850380 | Loss: 0.0109801957777773 | Epoch: 11 |
MeanAbsoluteError: 0.0607731156051159 | Loss: 0.0067385339106505 | Epoch: 12 |
MeanAbsoluteError: 0.0650684535503387 | Loss: 0.0071976521912103 | Epoch: 13 |
MeanAbsoluteError: 0.0647333860397339 | Loss: 0.0082996478483367 | Epoch: 14 |
MeanAbsoluteError: 0.0605008937418461 | Loss: 0.0077389734215103 | Epoch: 15 |
MeanAbsoluteError: 0.0741562247276306 | Loss: 0.0091133664648693 | Epoch: 16 |
MeanAbsoluteError: 0.0597483217716217 | Loss: 0.0062767153946110 | Epoch: 17 |
MeanAbsoluteError: 0.0605355873703957 | Loss: 0.0058466915551645 | Epoch: 18 |
MeanAbsoluteError: 0.0617148987948895 | Loss: 0.0067939327922291 | Epoch: 19 |
MeanAbsoluteError: 0.0614890493452549 | Loss: 0.0076526814104559 | Epoch: 20 |
MeanAbsoluteError: 0.0644187256693840 | Loss: 0.0078561210180991 | Epoch: 21 |
MeanAbsoluteError: 0.0580398365855217 | Loss: 0.0063902555893247 | Epoch: 22 |
MeanAbsoluteError: 0.0498611927032471 | Loss: 0.0051345638393496 | Epoch: 23 |
MeanAbsoluteError: 0.0505430921912193 | Loss: 0.0051699554225287 | Epoch: 24 |
MeanAbsoluteError: 0.0590252205729485 | Loss: 0.0063041188360120 | Epoch: 25 |
MeanAbsoluteError: 0.0515257641673088 | Loss: 0.0048084556205700 | Epoch: 26 |
MeanAbsoluteError: 0.0630534812808037 | Loss: 0.0066676731848230 | Epoch: 27 |
MeanAbsoluteError: 0.0534884296357632 | Loss: 0.0061513389496563 | Epoch: 28 |
MeanAbsoluteError: 0.0627419874072075 | Loss: 0.0062690181836772 | Epoch: 29 |
MeanAbsoluteError: 0.0506634674966335 | Loss: 0.0051125427081178 | Epoch: 30 |
MeanAbsoluteError: 0.0531082339584827 | Loss: 0.0046146755608229 | Epoch: 31 |
MeanAbsoluteError: 0.0449960045516491 | Loss: 0.0047255590772973 | Epoch: 32 |
MeanAbsoluteError: 0.0516395680606365 | Loss: 0.0044117506074074 | Epoch: 33 |
MeanAbsoluteError: 0.0489494837820530 | Loss: 0.0049321009696891 | Epoch: 34 |
MeanAbsoluteError: 0.0570706836879253 | Loss: 0.0061938325390936 | Epoch: 35 |
MeanAbsoluteError: 0.0518912449479103 | Loss: 0.0058871061012794 | Epoch: 36 |
MeanAbsoluteError: 0.0603836476802826 | Loss: 0.0077531195890445 | Epoch: 37 |
MeanAbsoluteError: 0.0451935492455959 | Loss: 0.0037257734578676 | Epoch: 38 |
MeanAbsoluteError: 0.0443186797201633 | Loss: 0.0044210661614600 | Epoch: 39 |
MeanAbsoluteError: 0.0436777099967003 | Loss: 0.0050586648621202 | Epoch: 40 |
MeanAbsoluteError: 0.0530651956796646 | Loss: 0.0051678386158668 | Epoch: 41 |
MeanAbsoluteError: 0.0480441376566887 | Loss: 0.0039671665559021 | Epoch: 42 |
MeanAbsoluteError: 0.0531826466321945 | Loss: 0.0057211823743553 | Epoch: 43 |
MeanAbsoluteError: 0.0395344272255898 | Loss: 0.0025062521767373 | Epoch: 44 |
MeanAbsoluteError: 0.0420762635767460 | Loss: 0.0037450188179859 | Epoch: 45 |
MeanAbsoluteError: 0.0502467527985573 | Loss: 0.0042748294072226 | Epoch: 46 |
MeanAbsoluteError: 0.0438862852752209 | Loss: 0.0036425705318554 | Epoch: 47 |
MeanAbsoluteError: 0.0567883029580116 | Loss: 0.0060093225553059 | Epoch: 48 |
MeanAbsoluteError: 0.0469487085938454 | Loss: 0.0042695726285904 | Epoch: 49 |
MeanAbsoluteError: 0.0535376109182835 | Loss: 0.0054078174110215 | Epoch: 50 |
MeanAbsoluteError: 0.0445385016500950 | Loss: 0.0044476781443406 | Epoch: 51 |
MeanAbsoluteError: 0.0540870390832424 | Loss: 0.0051992401265754 | Epoch: 52 |
MeanAbsoluteError: 0.0405233278870583 | Loss: 0.0029749646581387 | Epoch: 53 |
MeanAbsoluteError: 0.0507781319320202 | Loss: 0.0046699876995542 | Epoch: 54 |
MeanAbsoluteError: 0.0418309345841408 | Loss: 0.0034886091620697 | Epoch: 55 |
MeanAbsoluteError: 0.0500016249716282 | Loss: 0.0041420180708743 | Epoch: 56 |
MeanAbsoluteError: 0.0400384180247784 | Loss: 0.0032580169186426 | Epoch: 57 |
MeanAbsoluteError: 0.0623810440301895 | Loss: 0.0061047517049771 | Epoch: 58 |
MeanAbsoluteError: 0.0454857721924782 | Loss: 0.0042457574521765 | Epoch: 59 |
MeanAbsoluteError: 0.0486841052770615 | Loss: 0.0054403216792987 | Epoch: 60 |
MeanAbsoluteError: 0.0454535447061062 | Loss: 0.0038897694455675 | Epoch: 61 |
MeanAbsoluteError: 0.0469865649938583 | Loss: 0.0041499322351928 | Epoch: 62 |
MeanAbsoluteError: 0.0579420663416386 | Loss: 0.0073877452120471 | Epoch: 63 |
MeanAbsoluteError: 0.0540305487811565 | Loss: 0.0056190938563444 | Epoch: 64 |
MeanAbsoluteError: 0.0430741794407368 | Loss: 0.0034590282481916 | Epoch: 65 |
MeanAbsoluteError: 0.0506105571985245 | Loss: 0.0053758931014902 | Epoch: 66 |
MeanAbsoluteError: 0.0542336590588093 | Loss: 0.0049403106319145 | Epoch: 67 |
MeanAbsoluteError: 0.0423583462834358 | Loss: 0.0033160718616832 | Epoch: 68 |
MeanAbsoluteError: 0.0621731616556644 | Loss: 0.0067496184134283 | Epoch: 69 |
MeanAbsoluteError: 0.0578075982630253 | Loss: 0.0051821055463873 | Epoch: 70 |
MeanAbsoluteError: 0.0599722340703011 | Loss: 0.0062626335773250 | Epoch: 71 |
MeanAbsoluteError: 0.0465344898402691 | Loss: 0.0036338526361550 | Epoch: 72 |
MeanAbsoluteError: 0.0553027540445328 | Loss: 0.0061472804339316 | Epoch: 73 |
MeanAbsoluteError: 0.0497039854526520 | Loss: 0.0044631295694182 | Epoch: 74 |
MeanAbsoluteError: 0.0576527863740921 | Loss: 0.0063696012724764 | Epoch: 75 |
MeanAbsoluteError: 0.0656058341264725 | Loss: 0.0080692537594587 | Epoch: 76 |
MeanAbsoluteError: 0.0512407645583153 | Loss: 0.0061044981165861 | Epoch: 77 |
MeanAbsoluteError: 0.0427016131579876 | Loss: 0.0037279523855362 | Epoch: 78 |
MeanAbsoluteError: 0.0615924447774887 | Loss: 0.0069336196622596 | Epoch: 79 |
MeanAbsoluteError: 0.0452021211385727 | Loss: 0.0042963005074013 | Epoch: 80 |
MeanAbsoluteError: 0.0464493595063686 | Loss: 0.0035693077504850 | Epoch: 81 |
MeanAbsoluteError: 0.0592117793858051 | Loss: 0.0071984190278902 | Epoch: 82 |
MeanAbsoluteError: 0.0490319766104221 | Loss: 0.0039923657269145 | Epoch: 83 |
MeanAbsoluteError: 0.0551796667277813 | Loss: 0.0055440807571778 | Epoch: 84 |
MeanAbsoluteError: 0.0500128567218781 | Loss: 0.0048358629797944 | Epoch: 85 |
MeanAbsoluteError: 0.0473583266139030 | Loss: 0.0038197020588156 | Epoch: 86 |
MeanAbsoluteError: 0.0510963089764118 | Loss: 0.0044465001242665 | Epoch: 87 |
MeanAbsoluteError: 0.0508699193596840 | Loss: 0.0039716684349025 | Epoch: 88 |
MeanAbsoluteError: 0.0482854284346104 | Loss: 0.0035698862226966 | Epoch: 89 |
MeanAbsoluteError: 0.0547107905149460 | Loss: 0.0060017702814478 | Epoch: 90 |
MeanAbsoluteError: 0.0513130538165569 | Loss: 0.0040579588027098 | Epoch: 91 |
MeanAbsoluteError: 0.0580847077071667 | Loss: 0.0051894251328821 | Epoch: 92 |
MeanAbsoluteError: 0.0446197353303432 | Loss: 0.0035456346992690 | Epoch: 93 |
MeanAbsoluteError: 0.0507429018616676 | Loss: 0.0042342475006500 | Epoch: 94 |
MeanAbsoluteError: 0.0441951192915440 | Loss: 0.0033734473444593 | Epoch: 95 |
MeanAbsoluteError: 0.0526403300464153 | Loss: 0.0054817858617753 | Epoch: 96 |
MeanAbsoluteError: 0.0542922504246235 | Loss: 0.0052713009242255 | Epoch: 97 |
MeanAbsoluteError: 0.0473384484648705 | Loss: 0.0045072990559185 | Epoch: 98 |
MeanAbsoluteError: 0.0608610734343529 | Loss: 0.0064461884052994 | Epoch: 99 |
MeanAbsoluteError: 0.0499427132308483 | Loss: 0.0037945707310708 | Epoch: 100 |
MeanAbsoluteError: 0.0538518317043781 | Loss: 0.0050005594340081 | Epoch: 101 |
MeanAbsoluteError: 0.0501347817480564 | Loss: 0.0049663779880995 | Epoch: 102 |
MeanAbsoluteError: 0.0459623783826828 | Loss: 0.0040788084152155 | Epoch: 103 |
MeanAbsoluteError: 0.0490634478628635 | Loss: 0.0042704719100864 | Epoch: 104 |
MeanAbsoluteError: 0.0447152964770794 | Loss: 0.0037376483042653 | Epoch: 105 |
MeanAbsoluteError: 0.0512279905378819 | Loss: 0.0046411088148419 | Epoch: 106 |
MeanAbsoluteError: 0.0491465888917446 | Loss: 0.0042402162216604 | Epoch: 107 |
MeanAbsoluteError: 0.0403543524444103 | Loss: 0.0036511152508095 | Early stopping at epoch 106
Fold: 4
Epoch: 1 |
MeanAbsoluteError: 0.1295451074838638 | Loss: 0.0272414047414294 | Epoch: 2 |
MeanAbsoluteError: 0.1183208152651787 | Loss: 0.0222997483439170 | Epoch: 3 |
MeanAbsoluteError: 0.1002089232206345 | Loss: 0.0163654213986145 | Epoch: 4 |
MeanAbsoluteError: 0.1075942441821098 | Loss: 0.0184795561318214 | Epoch: 5 |
MeanAbsoluteError: 0.1071042418479919 | Loss: 0.0170085478860598 | Epoch: 6 |
MeanAbsoluteError: 0.0898475646972656 | Loss: 0.0130752814360536 | Epoch: 7 |
MeanAbsoluteError: 0.0723304003477097 | Loss: 0.0088025706175428 | Epoch: 8 |
MeanAbsoluteError: 0.0894422531127930 | Loss: 0.0127169148853192 | Epoch: 9 |
MeanAbsoluteError: 0.0690239742398262 | Loss: 0.0076910901250533 | Epoch: 10 |
MeanAbsoluteError: 0.0693888366222382 | Loss: 0.0077950891572982 | Epoch: 11 |
MeanAbsoluteError: 0.0673896297812462 | Loss: 0.0088123113651258 | Epoch: 12 |
MeanAbsoluteError: 0.0725035071372986 | Loss: 0.0101033912505955 | Epoch: 13 |
MeanAbsoluteError: 0.0741401314735413 | Loss: 0.0090441355087723 | Epoch: 14 |
MeanAbsoluteError: 0.0624107010662556 | Loss: 0.0072377403624929 | Epoch: 15 |
MeanAbsoluteError: 0.0669770687818527 | Loss: 0.0079951703440971 | Epoch: 16 |
MeanAbsoluteError: 0.0638877898454666 | Loss: 0.0075621591845097 | Epoch: 17 |
MeanAbsoluteError: 0.0595755763351917 | Loss: 0.0060776871754430 | Epoch: 18 |
MeanAbsoluteError: 0.0560981258749962 | Loss: 0.0061995738920254 | Epoch: 19 |
MeanAbsoluteError: 0.0699021220207214 | Loss: 0.0078442511148751 | Epoch: 20 |
MeanAbsoluteError: 0.0516253896057606 | Loss: 0.0048236191371241 | Epoch: 21 |
MeanAbsoluteError: 0.0624761395156384 | Loss: 0.0062396306938563 | Epoch: 22 |
MeanAbsoluteError: 0.0583943687379360 | Loss: 0.0068559857631604 | Epoch: 23 |
MeanAbsoluteError: 0.0552933216094971 | Loss: 0.0055146651620117 | Epoch: 24 |
MeanAbsoluteError: 0.0618971027433872 | Loss: 0.0064183540212420 | Epoch: 25 |
MeanAbsoluteError: 0.0573176890611649 | Loss: 0.0066179173031392 | Epoch: 26 |
MeanAbsoluteError: 0.0562461055815220 | Loss: 0.0073116907867818 | Epoch: 27 |
MeanAbsoluteError: 0.0582503899931908 | Loss: 0.0061750186857982 | Epoch: 28 |
MeanAbsoluteError: 0.0691982656717300 | Loss: 0.0078855943866074 | Epoch: 29 |
MeanAbsoluteError: 0.0626812130212784 | Loss: 0.0079393817398411 | Epoch: 30 |
MeanAbsoluteError: 0.0683097764849663 | Loss: 0.0072557106255912 | Epoch: 31 |
MeanAbsoluteError: 0.0615784749388695 | Loss: 0.0074442105654341 | Epoch: 32 |
MeanAbsoluteError: 0.0657906085252762 | Loss: 0.0085333293447128 | Epoch: 33 |
MeanAbsoluteError: 0.0676696375012398 | Loss: 0.0097765120534370 | Epoch: 34 |
MeanAbsoluteError: 0.0589211955666542 | Loss: 0.0076892381072797 | Epoch: 35 |
MeanAbsoluteError: 0.0655896440148354 | Loss: 0.0080647191140228 | Epoch: 36 |
MeanAbsoluteError: 0.0619228407740593 | Loss: 0.0071563028837912 | Epoch: 37 |
MeanAbsoluteError: 0.0490450374782085 | Loss: 0.0052634437709527 | Epoch: 38 |
MeanAbsoluteError: 0.0684744566679001 | Loss: 0.0090208841272845 | Epoch: 39 |
MeanAbsoluteError: 0.0569478906691074 | Loss: 0.0062485853335462 | Epoch: 40 |
MeanAbsoluteError: 0.0566121488809586 | Loss: 0.0052171697159513 | Epoch: 41 |
MeanAbsoluteError: 0.0655281692743301 | Loss: 0.0079020174900786 | Epoch: 42 |
MeanAbsoluteError: 0.0657156929373741 | Loss: 0.0104661396740434 | Epoch: 43 |
MeanAbsoluteError: 0.0632758513092995 | Loss: 0.0082156969270167 | Epoch: 44 |
MeanAbsoluteError: 0.0610276944935322 | Loss: 0.0077409764501051 | Epoch: 45 |
MeanAbsoluteError: 0.0619404613971710 | Loss: 0.0070734306847533 | Epoch: 46 |
MeanAbsoluteError: 0.0610121972858906 | Loss: 0.0078730695218278 | Epoch: 47 |
MeanAbsoluteError: 0.0559825673699379 | Loss: 0.0062714051007508 | Epoch: 48 |
MeanAbsoluteError: 0.0519441589713097 | Loss: 0.0064051867140314 | Epoch: 49 |
MeanAbsoluteError: 0.0645272284746170 | Loss: 0.0070560539338308 | Epoch: 50 |
MeanAbsoluteError: 0.0599462874233723 | Loss: 0.0075418464772296 | Epoch: 51 |
MeanAbsoluteError: 0.0584816038608551 | Loss: 0.0069132885859849 | Epoch: 52 |
MeanAbsoluteError: 0.0562576390802860 | Loss: 0.0064391957040733 | Epoch: 53 |
MeanAbsoluteError: 0.0532143004238605 | Loss: 0.0056180908219316 | Epoch: 54 |
MeanAbsoluteError: 0.0551778785884380 | Loss: 0.0073204944447543 | Epoch: 55 |
MeanAbsoluteError: 0.0625424012541771 | Loss: 0.0083447203281909 | Epoch: 56 |
MeanAbsoluteError: 0.0632655173540115 | Loss: 0.0068185985661470 | Epoch: 57 |
MeanAbsoluteError: 0.0580197051167488 | Loss: 0.0072162480254729 | Epoch: 58 |
MeanAbsoluteError: 0.0602153092622757 | Loss: 0.0070842142001941 | Epoch: 59 |
MeanAbsoluteError: 0.0688938051462173 | Loss: 0.0086791840417740 | Epoch: 60 |
MeanAbsoluteError: 0.0563457868993282 | Loss: 0.0060200112997196 | Epoch: 61 |
MeanAbsoluteError: 0.0546776913106441 | Loss: 0.0055651518766983 | Epoch: 62 |
MeanAbsoluteError: 0.0707466453313828 | Loss: 0.0103909698082134 | Epoch: 63 |
MeanAbsoluteError: 0.0629545599222183 | Loss: 0.0080110639727746 | Epoch: 64 |
MeanAbsoluteError: 0.0576688498258591 | Loss: 0.0063994185587105 | Epoch: 65 |
MeanAbsoluteError: 0.0674580931663513 | Loss: 0.0083285059350041 | Epoch: 66 |
MeanAbsoluteError: 0.0621929466724396 | Loss: 0.0075349050860565 | Epoch: 67 |
MeanAbsoluteError: 0.0637649893760681 | Loss: 0.0072835296159610 | Epoch: 68 |
MeanAbsoluteError: 0.0740604326128960 | Loss: 0.0108737735292659 | Epoch: 69 |
MeanAbsoluteError: 0.0665446892380714 | Loss: 0.0085426762413520 | Epoch: 70 |
MeanAbsoluteError: 0.0562667325139046 | Loss: 0.0087572373897554 | Epoch: 71 |
MeanAbsoluteError: 0.0622893273830414 | Loss: 0.0059471748446902 | Epoch: 72 |
MeanAbsoluteError: 0.0603600181639194 | Loss: 0.0067792724137409 | Epoch: 73 |
MeanAbsoluteError: 0.0574296861886978 | Loss: 0.0058086103526875 | Epoch: 74 |
MeanAbsoluteError: 0.0739354789257050 | Loss: 0.0094917233946035 | Epoch: 75 |
MeanAbsoluteError: 0.0568188875913620 | Loss: 0.0068219453275490 | Epoch: 76 |
MeanAbsoluteError: 0.0624318681657314 | Loss: 0.0062757639321857 | Epoch: 77 |
MeanAbsoluteError: 0.0616847984492779 | Loss: 0.0091757299109864 | Epoch: 78 |
MeanAbsoluteError: 0.0618060082197189 | Loss: 0.0068656064552040 | Epoch: 79 |
MeanAbsoluteError: 0.0674304291605949 | Loss: 0.0084046331556657 | Epoch: 80 |
MeanAbsoluteError: 0.0626163259148598 | Loss: 0.0070494890320473 | Epoch: 81 |
MeanAbsoluteError: 0.0688972696661949 | Loss: 0.0099171768927660 | Epoch: 82 |
MeanAbsoluteError: 0.0574288927018642 | Loss: 0.0057765903587167 | Epoch: 83 |
MeanAbsoluteError: 0.0658561363816261 | Loss: 0.0075338723030514 | Epoch: 84 |
MeanAbsoluteError: 0.0488736815750599 | Loss: 0.0046499772355534 | Epoch: 85 |
MeanAbsoluteError: 0.0619428381323814 | Loss: 0.0067468569882644 | Epoch: 86 |
MeanAbsoluteError: 0.0598901361227036 | Loss: 0.0064820895562522 | Epoch: 87 |
MeanAbsoluteError: 0.0498002395033836 | Loss: 0.0056425807549833 | Epoch: 88 |
MeanAbsoluteError: 0.0650264769792557 | Loss: 0.0102781606479906 | Epoch: 89 |
MeanAbsoluteError: 0.0649131238460541 | Loss: 0.0085441264001509 | Epoch: 90 |
MeanAbsoluteError: 0.0555118992924690 | Loss: 0.0079851931704280 | Epoch: 91 |
MeanAbsoluteError: 0.0621955431997776 | Loss: 0.0067046598280565 | Epoch: 92 |
MeanAbsoluteError: 0.0527708977460861 | Loss: 0.0059728263340031 | Epoch: 93 |
MeanAbsoluteError: 0.0623390488326550 | Loss: 0.0077111749515797 | Epoch: 94 |
MeanAbsoluteError: 0.0606537610292435 | Loss: 0.0082690201234072 | Epoch: 95 |
MeanAbsoluteError: 0.0601039603352547 | Loss: 0.0073759287434558 | Epoch: 96 |
MeanAbsoluteError: 0.0660987794399261 | Loss: 0.0090548777863240 | Epoch: 97 |
MeanAbsoluteError: 0.0597432628273964 | Loss: 0.0054017025619172 | Epoch: 98 |
MeanAbsoluteError: 0.0637103468179703 | Loss: 0.0082476272319372 | Epoch: 99 |
MeanAbsoluteError: 0.0575288385152817 | Loss: 0.0077752613489373 | Epoch: 100 |
MeanAbsoluteError: 0.0707779079675674 | Loss: 0.0072257667421721 | Epoch: 101 |
MeanAbsoluteError: 0.0487475693225861 | Loss: 0.0041552447678091 | Epoch: 102 |
MeanAbsoluteError: 0.0548985712230206 | Loss: 0.0062958171519522 | Epoch: 103 |
MeanAbsoluteError: 0.0529961250722408 | Loss: 0.0055664941543140 | Epoch: 104 |
MeanAbsoluteError: 0.0575807318091393 | Loss: 0.0071776412570706 | Epoch: 105 |
MeanAbsoluteError: 0.0558836832642555 | Loss: 0.0066403083664437 | Epoch: 106 |
MeanAbsoluteError: 0.0516363084316254 | Loss: 0.0051114483727500 | Epoch: 107 |
MeanAbsoluteError: 0.0603631548583508 | Loss: 0.0086196033561674 | Epoch: 108 |
MeanAbsoluteError: 0.0536136776208878 | Loss: 0.0047195951740902 | Epoch: 109 |
MeanAbsoluteError: 0.0613483339548111 | Loss: 0.0076270293301115 | Epoch: 110 |
MeanAbsoluteError: 0.0521180778741837 | Loss: 0.0049957467305761 | Epoch: 111 |
MeanAbsoluteError: 0.0665871277451515 | Loss: 0.0079336863172312 | Epoch: 112 |
MeanAbsoluteError: 0.0695098191499710 | Loss: 0.0102030189636235 | Epoch: 113 |
MeanAbsoluteError: 0.0585582070052624 | Loss: 0.0068062680612247 | Epoch: 114 |
MeanAbsoluteError: 0.0582700818777084 | Loss: 0.0070643280095492 | Epoch: 115 |
MeanAbsoluteError: 0.0693532004952431 | Loss: 0.0091827564980262 | Epoch: 116 |
MeanAbsoluteError: 0.0535466969013214 | Loss: 0.0053293238787983 | Epoch: 117 |
MeanAbsoluteError: 0.0591988675296307 | Loss: 0.0069440027716785 | Epoch: 118 |
MeanAbsoluteError: 0.0656429976224899 | Loss: 0.0080397590063512 | Epoch: 119 |
MeanAbsoluteError: 0.0472447685897350 | Loss: 0.0043877920923898 | Epoch: 120 |
MeanAbsoluteError: 0.0621988549828529 | Loss: 0.0086647627087167 | Epoch: 121 |
MeanAbsoluteError: 0.0562786422669888 | Loss: 0.0057370731374249 | Epoch: 122 |
MeanAbsoluteError: 0.0575303360819817 | Loss: 0.0069958989759191 | Epoch: 123 |
MeanAbsoluteError: 0.0578312575817108 | Loss: 0.0060690940948776 | Epoch: 124 |
MeanAbsoluteError: 0.0698709636926651 | Loss: 0.0084867699501606 | Epoch: 125 |
MeanAbsoluteError: 0.0714220702648163 | Loss: 0.0100764955143229 | Epoch: 126 |
MeanAbsoluteError: 0.0822219476103783 | Loss: 0.0107800839647937 | Epoch: 127 |
MeanAbsoluteError: 0.0585623420774937 | Loss: 0.0060803227198239 | Epoch: 128 |
MeanAbsoluteError: 0.0560715720057487 | Loss: 0.0078814978747127 | Epoch: 129 |
MeanAbsoluteError: 0.0623379945755005 | Loss: 0.0067101854723520 | Epoch: 130 |
MeanAbsoluteError: 0.0723433047533035 | Loss: 0.0087963947488998 | Epoch: 131 |
MeanAbsoluteError: 0.0642264857888222 | Loss: 0.0079667904378416 | Epoch: 132 |
MeanAbsoluteError: 0.0564659647643566 | Loss: 0.0062483401046708 | Epoch: 133 |
MeanAbsoluteError: 0.0621905028820038 | Loss: 0.0075422709879394 | Epoch: 134 |
MeanAbsoluteError: 0.0642918571829796 | Loss: 0.0107546728126741 | Epoch: 135 |
MeanAbsoluteError: 0.0466957986354828 | Loss: 0.0044473974222246 | Epoch: 136 |
MeanAbsoluteError: 0.0727990567684174 | Loss: 0.0093120436112468 | Epoch: 137 |
MeanAbsoluteError: 0.0642651990056038 | Loss: 0.0078210648722374 | Epoch: 138 |
MeanAbsoluteError: 0.0581276901066303 | Loss: 0.0078498151404067 | Epoch: 139 |
MeanAbsoluteError: 0.0617445372045040 | Loss: 0.0088144409416530 | Epoch: 140 |
MeanAbsoluteError: 0.0547469407320023 | Loss: 0.0054381818850883 | Epoch: 141 |
MeanAbsoluteError: 0.0610641725361347 | Loss: 0.0061539752149166 | Epoch: 142 |
MeanAbsoluteError: 0.0514637380838394 | Loss: 0.0059797720437368 | Epoch: 143 |
MeanAbsoluteError: 0.0618896782398224 | Loss: 0.0072932114976888 | Epoch: 144 |
MeanAbsoluteError: 0.0578461848199368 | Loss: 0.0069905480620666 | Epoch: 145 |
MeanAbsoluteError: 0.0658600553870201 | Loss: 0.0068217953308844 | Epoch: 146 |
MeanAbsoluteError: 0.0526573322713375 | Loss: 0.0066572105189642 | Epoch: 147 |
MeanAbsoluteError: 0.0636313930153847 | Loss: 0.0087815399030940 | Epoch: 148 |
MeanAbsoluteError: 0.0524257943034172 | Loss: 0.0058487363052196 | Epoch: 149 |
MeanAbsoluteError: 0.0648193061351776 | Loss: 0.0096481845338041 | Epoch: 150 |
MeanAbsoluteError: 0.0627068355679512 | Loss: 0.0077445944681620 | Epoch: 151 |
MeanAbsoluteError: 0.0566737353801727 | Loss: 0.0067711727192196 | Epoch: 152 |
MeanAbsoluteError: 0.0566287562251091 | Loss: 0.0062360209681524 | Epoch: 153 |
MeanAbsoluteError: 0.0585543438792229 | Loss: 0.0079902020157673 | Epoch: 154 |
MeanAbsoluteError: 0.0634030699729919 | Loss: 0.0072014157552845 | Epoch: 155 |
MeanAbsoluteError: 0.0516289621591568 | Loss: 0.0051601562165440 | Epoch: 156 |
MeanAbsoluteError: 0.0631784126162529 | Loss: 0.0073931910760271 | Epoch: 157 |
MeanAbsoluteError: 0.0605923421680927 | Loss: 0.0060760460686512 | Epoch: 158 |
MeanAbsoluteError: 0.0534964166581631 | Loss: 0.0061520030095170 | Epoch: 159 |
MeanAbsoluteError: 0.0544124692678452 | Loss: 0.0054971754568844 | Epoch: 160 |
MeanAbsoluteError: 0.0571031272411346 | Loss: 0.0056480065059776 | Epoch: 161 |
MeanAbsoluteError: 0.0576127469539642 | Loss: 0.0067516019603667 | Epoch: 162 |
MeanAbsoluteError: 0.0555339716374874 | Loss: 0.0052380962476421 | Epoch: 163 |
MeanAbsoluteError: 0.0541806519031525 | Loss: 0.0068097904933473 | Epoch: 164 |
MeanAbsoluteError: 0.0530400760471821 | Loss: 0.0058178929253840 | Epoch: 165 |
MeanAbsoluteError: 0.0546691939234734 | Loss: 0.0058342379634269 | Early stopping at epoch 164
Fold: 5
Epoch: 1 |
MeanAbsoluteError: 0.1361552029848099 | Loss: 0.0267998285305042 | Epoch: 2 |
MeanAbsoluteError: 0.1328321695327759 | Loss: 0.0265433172910259 | Epoch: 3 |
MeanAbsoluteError: 0.1406835317611694 | Loss: 0.0322584607996620 | Epoch: 4 |
MeanAbsoluteError: 0.1145121157169342 | Loss: 0.0200128537387802 | Epoch: 5 |
MeanAbsoluteError: 0.1091193854808807 | Loss: 0.0181491009246271 | Epoch: 6 |
MeanAbsoluteError: 0.0876618549227715 | Loss: 0.0129994561430067 | Epoch: 7 |
MeanAbsoluteError: 0.1071730330586433 | Loss: 0.0160453595722524 | Epoch: 8 |
MeanAbsoluteError: 0.0826943963766098 | Loss: 0.0102598698666463 | Epoch: 9 |
MeanAbsoluteError: 0.0619466081261635 | Loss: 0.0056277949613734 | Epoch: 10 |
MeanAbsoluteError: 0.0769614875316620 | Loss: 0.0108484982226331 | Epoch: 11 |
MeanAbsoluteError: 0.0772276893258095 | Loss: 0.0102185603374472 | Epoch: 12 |
MeanAbsoluteError: 0.0634743645787239 | Loss: 0.0067072745878249 | Epoch: 13 |
MeanAbsoluteError: 0.0581631436944008 | Loss: 0.0064111218536989 | Epoch: 14 |
MeanAbsoluteError: 0.0580578818917274 | Loss: 0.0074157179333270 | Epoch: 15 |
MeanAbsoluteError: 0.0652111247181892 | Loss: 0.0069929958643535 | Epoch: 16 |
MeanAbsoluteError: 0.0644076243042946 | Loss: 0.0082875687557344 | Epoch: 17 |
MeanAbsoluteError: 0.0670819357037544 | Loss: 0.0068411454871798 | Epoch: 18 |
MeanAbsoluteError: 0.0629865527153015 | Loss: 0.0069009244191245 | Epoch: 19 |
MeanAbsoluteError: 0.0689855292439461 | Loss: 0.0081027412088588 | Epoch: 20 |
MeanAbsoluteError: 0.0546162761747837 | Loss: 0.0059179343650332 | Epoch: 21 |
MeanAbsoluteError: 0.0614307671785355 | Loss: 0.0068012423580512 | Epoch: 22 |
MeanAbsoluteError: 0.0541259497404099 | Loss: 0.0048594806307497 | Epoch: 23 |
MeanAbsoluteError: 0.0599815510213375 | Loss: 0.0065047015937475 | Epoch: 24 |
MeanAbsoluteError: 0.0669004619121552 | Loss: 0.0082095228851988 | Epoch: 25 |
MeanAbsoluteError: 0.0529720894992352 | Loss: 0.0049976353408196 | Epoch: 26 |
MeanAbsoluteError: 0.0654290318489075 | Loss: 0.0080959100741893 | Epoch: 27 |
MeanAbsoluteError: 0.0494590550661087 | Loss: 0.0045636794664181 | Epoch: 28 |
MeanAbsoluteError: 0.0561246648430824 | Loss: 0.0061059021480525 | Epoch: 29 |
MeanAbsoluteError: 0.0637632831931114 | Loss: 0.0063100725125808 | Epoch: 30 |
MeanAbsoluteError: 0.0584956258535385 | Loss: 0.0051714474550233 | Epoch: 31 |
MeanAbsoluteError: 0.0591779090464115 | Loss: 0.0062096126180572 | Epoch: 32 |
MeanAbsoluteError: 0.0626657605171204 | Loss: 0.0077657487619525 | Epoch: 33 |
MeanAbsoluteError: 0.0589084252715111 | Loss: 0.0067757866927423 | Epoch: 34 |
MeanAbsoluteError: 0.0661469176411629 | Loss: 0.0083455499440718 | Epoch: 35 |
MeanAbsoluteError: 0.0620181895792484 | Loss: 0.0071387847598929 | Epoch: 36 |
MeanAbsoluteError: 0.0630823820829391 | Loss: 0.0075631533444931 | Epoch: 37 |
MeanAbsoluteError: 0.0533480644226074 | Loss: 0.0053683710284531 | Epoch: 38 |
MeanAbsoluteError: 0.0633722841739655 | Loss: 0.0061204978802170 | Epoch: 39 |
MeanAbsoluteError: 0.0667449161410332 | Loss: 0.0074129124942164 | Epoch: 40 |
MeanAbsoluteError: 0.0557881817221642 | Loss: 0.0050288043253554 | Epoch: 41 |
MeanAbsoluteError: 0.0548548810184002 | Loss: 0.0050975992165219 | Epoch: 42 |
MeanAbsoluteError: 0.0605497919023037 | Loss: 0.0061281452385279 | Epoch: 43 |
MeanAbsoluteError: 0.0606228299438953 | Loss: 0.0077136508010041 | Epoch: 44 |
MeanAbsoluteError: 0.0621675290167332 | Loss: 0.0082937794862888 | Epoch: 45 |
MeanAbsoluteError: 0.0674062445759773 | Loss: 0.0096488059229719 | Epoch: 46 |
MeanAbsoluteError: 0.0555711649358273 | Loss: 0.0063959068972438 | Epoch: 47 |
MeanAbsoluteError: 0.0650061666965485 | Loss: 0.0067495234812108 | Epoch: 48 |
MeanAbsoluteError: 0.0606169030070305 | Loss: 0.0079865059457146 | Epoch: 49 |
MeanAbsoluteError: 0.0591282472014427 | Loss: 0.0059487207595689 | Epoch: 50 |
MeanAbsoluteError: 0.0536581501364708 | Loss: 0.0070126633643388 | Epoch: 51 |
MeanAbsoluteError: 0.0536542460322380 | Loss: 0.0053854854150604 | Epoch: 52 |
MeanAbsoluteError: 0.0504921637475491 | Loss: 0.0052837029618856 | Epoch: 53 |
MeanAbsoluteError: 0.0600005164742470 | Loss: 0.0064991895431796 | Epoch: 54 |
MeanAbsoluteError: 0.0644682198762894 | Loss: 0.0069325850255644 | Epoch: 55 |
MeanAbsoluteError: 0.0612165257334709 | Loss: 0.0060773845045612 | Epoch: 56 |
MeanAbsoluteError: 0.0624553523957729 | Loss: 0.0080526142936343 | Epoch: 57 |
MeanAbsoluteError: 0.0589342638850212 | Loss: 0.0057518723949145 | Epoch: 58 |
MeanAbsoluteError: 0.0639610067009926 | Loss: 0.0073440935856734 | Epoch: 59 |
MeanAbsoluteError: 0.0675812885165215 | Loss: 0.0074772588335551 | Epoch: 60 |
MeanAbsoluteError: 0.0577390566468239 | Loss: 0.0063332542956162 | Epoch: 61 |
MeanAbsoluteError: 0.0656770542263985 | Loss: 0.0082202855533419 | Epoch: 62 |
MeanAbsoluteError: 0.0667214319109917 | Loss: 0.0075346161342727 | Epoch: 63 |
MeanAbsoluteError: 0.0651335418224335 | Loss: 0.0076186429404725 | Epoch: 64 |
MeanAbsoluteError: 0.0596385672688484 | Loss: 0.0077807327168277 | Epoch: 65 |
MeanAbsoluteError: 0.0574615038931370 | Loss: 0.0052049049856858 | Epoch: 66 |
MeanAbsoluteError: 0.0671263337135315 | Loss: 0.0080702483582382 | Epoch: 67 |
MeanAbsoluteError: 0.0688181519508362 | Loss: 0.0099071421159001 | Epoch: 68 |
MeanAbsoluteError: 0.0771731212735176 | Loss: 0.0114378734008194 | Epoch: 69 |
MeanAbsoluteError: 0.0526800453662872 | Loss: 0.0048718708477771 | Epoch: 70 |
MeanAbsoluteError: 0.0676365867257118 | Loss: 0.0072827638270190 | Epoch: 71 |
MeanAbsoluteError: 0.0566409304738045 | Loss: 0.0055190260307147 | Epoch: 72 |
MeanAbsoluteError: 0.0657590478658676 | Loss: 0.0072742536699829 | Epoch: 73 |
MeanAbsoluteError: 0.0500295385718346 | Loss: 0.0056130883436149 | Epoch: 74 |
MeanAbsoluteError: 0.0679776743054390 | Loss: 0.0075295525602996 | Epoch: 75 |
MeanAbsoluteError: 0.0624774992465973 | Loss: 0.0083467047661543 | Epoch: 76 |
MeanAbsoluteError: 0.0597581863403320 | Loss: 0.0063915929685418 | Epoch: 77 |
MeanAbsoluteError: 0.0622355639934540 | Loss: 0.0074757002114963 | Epoch: 78 |
MeanAbsoluteError: 0.0574176013469696 | Loss: 0.0072421511778465 | Epoch: 79 |
MeanAbsoluteError: 0.0566970854997635 | Loss: 0.0057352280799443 | Epoch: 80 |
MeanAbsoluteError: 0.0638126432895660 | Loss: 0.0086297295951786 | Epoch: 81 |
MeanAbsoluteError: 0.0706021711230278 | Loss: 0.0093391999924699 | Epoch: 82 |
MeanAbsoluteError: 0.0660186037421227 | Loss: 0.0082837347962105 | Epoch: 83 |
MeanAbsoluteError: 0.0669088289141655 | Loss: 0.0090411271219357 | Epoch: 84 |
MeanAbsoluteError: 0.0695334449410439 | Loss: 0.0092465610852322 | Epoch: 85 |
MeanAbsoluteError: 0.0627877637743950 | Loss: 0.0080320802159034 | Epoch: 86 |
MeanAbsoluteError: 0.0545798242092133 | Loss: 0.0057458673657563 | Epoch: 87 |
MeanAbsoluteError: 0.0709275081753731 | Loss: 0.0085482039273931 | Epoch: 88 |
MeanAbsoluteError: 0.0592638887465000 | Loss: 0.0056711107384987 | Epoch: 89 |
MeanAbsoluteError: 0.0668169930577278 | Loss: 0.0074872000125022 | Epoch: 90 |
MeanAbsoluteError: 0.0653130263090134 | Loss: 0.0068964539991262 | Epoch: 91 |
MeanAbsoluteError: 0.0512141436338425 | Loss: 0.0048526836594997 | Early stopping at epoch 90
Fold: 6
Epoch: 1 |
MeanAbsoluteError: 0.1687397956848145 | Loss: 0.0419434167158145 | Epoch: 2 |
MeanAbsoluteError: 0.1438588201999664 | Loss: 0.0321013969727434 | Epoch: 3 |
MeanAbsoluteError: 0.1118831038475037 | Loss: 0.0200412760202128 | Epoch: 4 |
MeanAbsoluteError: 0.1114128753542900 | Loss: 0.0179224965305856 | Epoch: 5 |
MeanAbsoluteError: 0.1048199683427811 | Loss: 0.0198306036898150 | Epoch: 6 |
MeanAbsoluteError: 0.0860336422920227 | Loss: 0.0141687317070766 | Epoch: 7 |
MeanAbsoluteError: 0.0737045183777809 | Loss: 0.0102022227007323 | Epoch: 8 |
MeanAbsoluteError: 0.0864967554807663 | Loss: 0.0121758653280827 | Epoch: 9 |
MeanAbsoluteError: 0.0723257362842560 | Loss: 0.0100778177595482 | Epoch: 10 |
MeanAbsoluteError: 0.0923158898949623 | Loss: 0.0142352185749377 | Epoch: 11 |
MeanAbsoluteError: 0.0729380622506142 | Loss: 0.0104741860234823 | Epoch: 12 |
MeanAbsoluteError: 0.0714887008070946 | Loss: 0.0114961807759335 | Epoch: 13 |
MeanAbsoluteError: 0.0884828343987465 | Loss: 0.0135756659572228 | Epoch: 14 |
MeanAbsoluteError: 0.0735440701246262 | Loss: 0.0107202648471754 | Epoch: 15 |
MeanAbsoluteError: 0.0727549493312836 | Loss: 0.0112216053172373 | Epoch: 16 |
MeanAbsoluteError: 0.0744273364543915 | Loss: 0.0100192390113639 | Epoch: 17 |
MeanAbsoluteError: 0.0778321921825409 | Loss: 0.0117446687609817 | Epoch: 18 |
MeanAbsoluteError: 0.0823405757546425 | Loss: 0.0136173363201893 | Epoch: 19 |
MeanAbsoluteError: 0.0620370395481586 | Loss: 0.0081003202985112 | Epoch: 20 |
MeanAbsoluteError: 0.0753317177295685 | Loss: 0.0107288867271004 | Epoch: 21 |
MeanAbsoluteError: 0.0657018274068832 | Loss: 0.0076335753457477 | Epoch: 22 |
MeanAbsoluteError: 0.0645192191004753 | Loss: 0.0094378124295662 | Epoch: 23 |
MeanAbsoluteError: 0.0766975656151772 | Loss: 0.0101348665507080 | Epoch: 24 |
MeanAbsoluteError: 0.0753081440925598 | Loss: 0.0103996323529058 | Epoch: 25 |
MeanAbsoluteError: 0.0821129530668259 | Loss: 0.0131948809855832 | Epoch: 26 |
MeanAbsoluteError: 0.0655679777264595 | Loss: 0.0101938976440579 | Epoch: 27 |
MeanAbsoluteError: 0.0709491968154907 | Loss: 0.0087304362633194 | Epoch: 28 |
MeanAbsoluteError: 0.0754971206188202 | Loss: 0.0103168717692964 | Epoch: 29 |
MeanAbsoluteError: 0.0737641155719757 | Loss: 0.0118334973051857 | Epoch: 30 |
MeanAbsoluteError: 0.0751876756548882 | Loss: 0.0109401545666445 | Epoch: 31 |
MeanAbsoluteError: 0.0620058886706829 | Loss: 0.0084949043991331 | Epoch: 32 |
MeanAbsoluteError: 0.0730844512581825 | Loss: 0.0099987929436163 | Epoch: 33 |
MeanAbsoluteError: 0.0748436376452446 | Loss: 0.0116911731982747 | Epoch: 34 |
MeanAbsoluteError: 0.0761922672390938 | Loss: 0.0113754312400348 | Epoch: 35 |
MeanAbsoluteError: 0.0735652819275856 | Loss: 0.0092267719670557 | Epoch: 36 |
MeanAbsoluteError: 0.0723667070269585 | Loss: 0.0097238862743744 | Epoch: 37 |
MeanAbsoluteError: 0.0881867110729218 | Loss: 0.0137190944156968 | Epoch: 38 |
MeanAbsoluteError: 0.0801322013139725 | Loss: 0.0129004515026911 | Epoch: 39 |
MeanAbsoluteError: 0.0654073059558868 | Loss: 0.0083479121094570 | Epoch: 40 |
MeanAbsoluteError: 0.0813074484467506 | Loss: 0.0101445348073657 | Epoch: 41 |
MeanAbsoluteError: 0.0734921768307686 | Loss: 0.0107646540541632 | Epoch: 42 |
MeanAbsoluteError: 0.0796309262514114 | Loss: 0.0125134825133360 | Epoch: 43 |
MeanAbsoluteError: 0.0726558715105057 | Loss: 0.0098443691654561 | Epoch: 44 |
MeanAbsoluteError: 0.0709386020898819 | Loss: 0.0108330083849768 | Epoch: 45 |
MeanAbsoluteError: 0.0691694244742393 | Loss: 0.0103270626859739 | Epoch: 46 |
MeanAbsoluteError: 0.0773601084947586 | Loss: 0.0122848690057603 | Epoch: 47 |
MeanAbsoluteError: 0.0703622698783875 | Loss: 0.0090291710310759 | Epoch: 48 |
MeanAbsoluteError: 0.0935762673616409 | Loss: 0.0157880431327682 | Epoch: 49 |
MeanAbsoluteError: 0.0656713619828224 | Loss: 0.0091561876738874 | Epoch: 50 |
MeanAbsoluteError: 0.0644260570406914 | Loss: 0.0091625319686360 | Epoch: 51 |
MeanAbsoluteError: 0.0708733871579170 | Loss: 0.0092668853198680 | Epoch: 52 |
MeanAbsoluteError: 0.0599307268857956 | Loss: 0.0070307350789125 | Epoch: 53 |
MeanAbsoluteError: 0.0593818724155426 | Loss: 0.0060952323524711 | Epoch: 54 |
MeanAbsoluteError: 0.0710178911685944 | Loss: 0.0088173968968197 | Epoch: 55 |
MeanAbsoluteError: 0.0668576881289482 | Loss: 0.0084888606887454 | Epoch: 56 |
MeanAbsoluteError: 0.0624177604913712 | Loss: 0.0069881569182214 | Epoch: 57 |
MeanAbsoluteError: 0.0842244923114777 | Loss: 0.0151139607008260 | Epoch: 58 |
MeanAbsoluteError: 0.0565596371889114 | Loss: 0.0065817183438832 | Epoch: 59 |
MeanAbsoluteError: 0.0731229186058044 | Loss: 0.0100347363175108 | Epoch: 60 |
MeanAbsoluteError: 0.0703742802143097 | Loss: 0.0083045214593697 | Epoch: 61 |
MeanAbsoluteError: 0.0658114776015282 | Loss: 0.0086522144623674 | Epoch: 62 |
MeanAbsoluteError: 0.0763604789972305 | Loss: 0.0113644704330139 | Epoch: 63 |
MeanAbsoluteError: 0.0633325576782227 | Loss: 0.0069827745811870 | Epoch: 64 |
MeanAbsoluteError: 0.0688078999519348 | Loss: 0.0090006189599920 | Epoch: 65 |
MeanAbsoluteError: 0.0723842456936836 | Loss: 0.0087957826908678 | Epoch: 66 |
MeanAbsoluteError: 0.0723970457911491 | Loss: 0.0097305797792685 | Epoch: 67 |
MeanAbsoluteError: 0.0748954340815544 | Loss: 0.0109762814916814 | Epoch: 68 |
MeanAbsoluteError: 0.0688213407993317 | Loss: 0.0101632511135764 | Epoch: 69 |
MeanAbsoluteError: 0.0692326053977013 | Loss: 0.0097161832158096 | Epoch: 70 |
MeanAbsoluteError: 0.0641695633530617 | Loss: 0.0071397859495706 | Epoch: 71 |
MeanAbsoluteError: 0.0686443820595741 | Loss: 0.0084079927048431 | Epoch: 72 |
MeanAbsoluteError: 0.0686290860176086 | Loss: 0.0097180653560477 | Epoch: 73 |
MeanAbsoluteError: 0.0660501345992088 | Loss: 0.0079874557783254 | Epoch: 74 |
MeanAbsoluteError: 0.0748088583350182 | Loss: 0.0123910168857457 | Epoch: 75 |
MeanAbsoluteError: 0.0680134072899818 | Loss: 0.0082702030105373 | Epoch: 76 |
MeanAbsoluteError: 0.0646824091672897 | Loss: 0.0085770358564332 | Epoch: 77 |
MeanAbsoluteError: 0.0733272507786751 | Loss: 0.0094549433740142 | Epoch: 78 |
MeanAbsoluteError: 0.0807291790843010 | Loss: 0.0108019224314306 | Epoch: 79 |
MeanAbsoluteError: 0.0672891959547997 | Loss: 0.0084546569627351 | Epoch: 80 |
MeanAbsoluteError: 0.0640650242567062 | Loss: 0.0091712002445442 | Epoch: 81 |
MeanAbsoluteError: 0.0692371428012848 | Loss: 0.0104408962562537 | Epoch: 82 |
MeanAbsoluteError: 0.0757210701704025 | Loss: 0.0107036830517105 | Epoch: 83 |
MeanAbsoluteError: 0.0630327612161636 | Loss: 0.0069625818869099 | Epoch: 84 |
MeanAbsoluteError: 0.0627010315656662 | Loss: 0.0076692725281016 | Epoch: 85 |
MeanAbsoluteError: 0.0745348632335663 | Loss: 0.0125566263539860 | Epoch: 86 |
MeanAbsoluteError: 0.0752035826444626 | Loss: 0.0117147015676332 | Epoch: 87 |
MeanAbsoluteError: 0.0730999261140823 | Loss: 0.0118230740683010 | Epoch: 88 |
MeanAbsoluteError: 0.0631376281380653 | Loss: 0.0099571059690788 | Epoch: 89 |
MeanAbsoluteError: 0.0782348811626434 | Loss: 0.0111023086266449 | Epoch: 90 |
MeanAbsoluteError: 0.0700057744979858 | Loss: 0.0104786289963298 | Epoch: 91 |
MeanAbsoluteError: 0.0739642307162285 | Loss: 0.0096973564404135 | Epoch: 92 |
MeanAbsoluteError: 0.0867365673184395 | Loss: 0.0138106746957279 | Epoch: 93 |
MeanAbsoluteError: 0.0710059180855751 | Loss: 0.0109723070815492 | Epoch: 94 |
MeanAbsoluteError: 0.0689287409186363 | Loss: 0.0086445900826500 | Epoch: 95 |
MeanAbsoluteError: 0.0946742817759514 | Loss: 0.0165264192395485 | Epoch: 96 | MeanAbsoluteError: 0.0555862821638584 | Loss: 0.0061838531221908 | Epoch: 97 |
MeanAbsoluteError: 0.0756095722317696 | Loss: 0.0120667549065099 | Epoch: 98 | MeanAbsoluteError: 0.0710805356502533 | Loss: 0.0087832010064561 | Epoch: 99 |
MeanAbsoluteError: 0.0730921104550362 | Loss: 0.0121865652215022 | Epoch: 100 | MeanAbsoluteError: 0.0746627599000931 | Loss: 0.0129335359759772 | Epoch: 101 |
MeanAbsoluteError: 0.0587774738669395 | Loss: 0.0075627814915676 | Epoch: 102 | MeanAbsoluteError: 0.0704366192221642 | Loss: 0.0123351868958427 | Epoch: 103 |
MeanAbsoluteError: 0.0792333111166954 | Loss: 0.0113896587863564 | Epoch: 104 | MeanAbsoluteError: 0.0647129788994789 | Loss: 0.0082308712970609 | Epoch: 105 |
MeanAbsoluteError: 0.0678270012140274 | Loss: 0.0090675767009648 | Epoch: 106 | MeanAbsoluteError: 0.0829065814614296 | Loss: 0.0134242704281440 | Epoch: 107 |
MeanAbsoluteError: 0.0809627622365952 | Loss: 0.0110001991359660 | Epoch: 108 | MeanAbsoluteError: 0.0647657364606857 | Loss: 0.0085742356291471 | Epoch: 109 |
MeanAbsoluteError: 0.0878271311521530 | Loss: 0.0115513896856170 | Epoch: 110 | MeanAbsoluteError: 0.0813744291663170 | Loss: 0.0117496162867890 | Epoch: 111 |
MeanAbsoluteError: 0.0702436715364456 | Loss: 0.0093992128878689 | Epoch: 112 | MeanAbsoluteError: 0.0701827108860016 | Loss: 0.0105562177307617 | Epoch: 113 |
MeanAbsoluteError: 0.0682451128959656 | Loss: 0.0090680931909726 | Epoch: 114 | MeanAbsoluteError: 0.0736105740070343 | Loss: 0.0120328899580412 | Epoch: 115 |
MeanAbsoluteError: 0.0685036852955818 | Loss: 0.0114603217135972 | Epoch: 116 | MeanAbsoluteError: 0.0728426575660706 | Loss: 0.0099598460723288 | Epoch: 117 |
MeanAbsoluteError: 0.0681050270795822 | Loss: 0.0081563349275921 | Early stopping at epoch 116
Fold: 7
Epoch: 1 | MeanAbsoluteError: 0.1234529688954353 | Loss: 0.0249044565627208 | Epoch: 2 |
MeanAbsoluteError: 0.1038545295596123 | Loss: 0.0168582241838941 | Epoch: 3 | MeanAbsoluteError: 0.0991577431559563 | Loss: 0.0152549712847059 | Epoch: 4 |
MeanAbsoluteError: 0.0781348422169685 | Loss: 0.0099544279241505 | Epoch: 5 | MeanAbsoluteError: 0.0797237530350685 | Loss: 0.0100774518572367 | Epoch: 6 |
MeanAbsoluteError: 0.0788219869136810 | Loss: 0.0109040756853154 | Epoch: 7 | MeanAbsoluteError: 0.0640989840030670 | Loss: 0.0066896020703448 | Epoch: 8 |
MeanAbsoluteError: 0.0587595850229263 | Loss: 0.0058723579859361 | Epoch: 9 | MeanAbsoluteError: 0.0612723529338837 | Loss: 0.0062809117460767 | Epoch: 10 |
MeanAbsoluteError: 0.0642153769731522 | Loss: 0.0061107083367041 | Epoch: 11 | MeanAbsoluteError: 0.0516264140605927 | Loss: 0.0054061538539827 | Epoch: 12 |
MeanAbsoluteError: 0.0735944435000420 | Loss: 0.0117343266208011 | Epoch: 13 | MeanAbsoluteError: 0.0572927296161652 | Loss: 0.0055189608426120 | Epoch: 14 |
MeanAbsoluteError: 0.0474083572626114 | Loss: 0.0041399858712863 | Epoch: 15 | MeanAbsoluteError: 0.0493845567107201 | Loss: 0.0047832043626561 | Epoch: 16 |
MeanAbsoluteError: 0.0576296672224998 | Loss: 0.0055381332416661 | Epoch: 17 | MeanAbsoluteError: 0.0525424443185329 | Loss: 0.0056656119324124 | Epoch: 18 |
MeanAbsoluteError: 0.0460553057491779 | Loss: 0.0042171976573837 | Epoch: 19 | MeanAbsoluteError: 0.0545976459980011 | Loss: 0.0055385928224915 | Epoch: 20 |
MeanAbsoluteError: 0.0409192480146885 | Loss: 0.0055191134496664 | Epoch: 21 | MeanAbsoluteError: 0.0568563789129257 | Loss: 0.0072470700475745 | Epoch: 22 |
MeanAbsoluteError: 0.0532716661691666 | Loss: 0.0046066995172833 | Epoch: 23 | MeanAbsoluteError: 0.0569432675838470 | Loss: 0.0063396688425340 | Epoch: 24 |
MeanAbsoluteError: 0.0487894304096699 | Loss: 0.0035054896098490 | Epoch: 25 | MeanAbsoluteError: 0.0494885444641113 | Loss: 0.0057162300665648 | Epoch: 26 |
MeanAbsoluteError: 0.0501844063401222 | Loss: 0.0044406677345530 | Epoch: 27 | MeanAbsoluteError: 0.0448846109211445 | Loss: 0.0038774333213671 | Epoch: 28 |
MeanAbsoluteError: 0.0563614405691624 | Loss: 0.0046932324453687 | Epoch: 29 | MeanAbsoluteError: 0.0483613386750221 | Loss: 0.0044310343935369 | Epoch: 30 |
MeanAbsoluteError: 0.0461526662111282 | Loss: 0.0035709590436174 | Epoch: 31 | MeanAbsoluteError: 0.0468697324395180 | Loss: 0.0042593442619993 | Epoch: 32 |
MeanAbsoluteError: 0.0457247644662857 | Loss: 0.0047903065390598 | Epoch: 33 | MeanAbsoluteError: 0.0455576144158840 | Loss: 0.0040041821507307 | Epoch: 34 |
MeanAbsoluteError: 0.0401184074580669 | Loss: 0.0029499816211263 | Epoch: 35 | MeanAbsoluteError: 0.0381462574005127 | Loss: 0.0033523708071488 | Epoch: 36 |
MeanAbsoluteError: 0.0389190763235092 | Loss: 0.0036981517489319 | Epoch: 37 | MeanAbsoluteError: 0.0439930669963360 | Loss: 0.0041552085755169 | Epoch: 38 |
MeanAbsoluteError: 0.0377919040620327 | Loss: 0.0023027646820992 | Epoch: 39 | MeanAbsoluteError: 0.0374928824603558 | Loss: 0.0032095179463235 | Epoch: 40 |
MeanAbsoluteError: 0.0487146526575089 | Loss: 0.0037016681252191 | Epoch: 41 | MeanAbsoluteError: 0.0423346050083637 | Loss: 0.0039789595265085 | Epoch: 42 |
MeanAbsoluteError: 0.0564791150391102 | Loss: 0.0056157050511012 | Epoch: 43 | MeanAbsoluteError: 0.0508621931076050 | Loss: 0.0058118996989483 | Epoch: 44 |
MeanAbsoluteError: 0.0452247522771358 | Loss: 0.0045196546304326 | Epoch: 45 | MeanAbsoluteError: 0.0340731777250767 | Loss: 0.0026496864391867 | Epoch: 46 |
MeanAbsoluteError: 0.0517174825072289 | Loss: 0.0045760708699863 | Epoch: 47 | MeanAbsoluteError: 0.0554341264069080 | Loss: 0.0058302731038286 | Epoch: 48 |
MeanAbsoluteError: 0.0328364893794060 | Loss: 0.0025018940359587 | Epoch: 49 | MeanAbsoluteError: 0.0356037057936192 | Loss: 0.0023765830779806 | Epoch: 50 |
MeanAbsoluteError: 0.0547443628311157 | Loss: 0.0063064400679790 | Epoch: 51 | MeanAbsoluteError: 0.0442257262766361 | Loss: 0.0038362858960262 | Epoch: 52 |
MeanAbsoluteError: 0.0484699495136738 | Loss: 0.0034682735747013 | Epoch: 53 | MeanAbsoluteError: 0.0577573962509632 | Loss: 0.0056292304518418 | Epoch: 54 |
MeanAbsoluteError: 0.0444532968103886 | Loss: 0.0035817397650904 | Epoch: 55 | MeanAbsoluteError: 0.0407717935740948 | Loss: 0.0035433305937868 | Epoch: 56 |
MeanAbsoluteError: 0.0360505543649197 | Loss: 0.0027970480956495 | Epoch: 57 | MeanAbsoluteError: 0.0359478853642941 | Loss: 0.0026567549211904 | Epoch: 58 |
MeanAbsoluteError: 0.0484889782965183 | Loss: 0.0041775326513184 | Epoch: 59 | MeanAbsoluteError: 0.0419568642973900 | Loss: 0.0030939692022422 | Epoch: 60 |
MeanAbsoluteError: 0.0522609241306782 | Loss: 0.0058391781237263 | Epoch: 61 | MeanAbsoluteError: 0.0422049909830093 | Loss: 0.0033781847921021 | Epoch: 62 |
MeanAbsoluteError: 0.0503936260938644 | Loss: 0.0055510910415950 | Epoch: 63 | MeanAbsoluteError: 0.0401714555919170 | Loss: 0.0029583583147122 | Epoch: 64 |
MeanAbsoluteError: 0.0354229100048542 | Loss: 0.0024252321544247 | Epoch: 65 | MeanAbsoluteError: 0.0536620281636715 | Loss: 0.0068040221768360 | Epoch: 66 |
MeanAbsoluteError: 0.0494814924895763 | Loss: 0.0059000731159288 | Epoch: 67 | MeanAbsoluteError: 0.0408871471881866 | Loss: 0.0044325031474448 | Epoch: 68 |
MeanAbsoluteError: 0.0391681343317032 | Loss: 0.0034944072338896 | Epoch: 69 | MeanAbsoluteError: 0.0527789741754532 | Loss: 0.0060810027464938 | Epoch: 70 |
MeanAbsoluteError: 0.0705540254712105 | Loss: 0.0075786768351323 | Epoch: 71 | MeanAbsoluteError: 0.0563827641308308 | Loss: 0.0048352292237373 | Epoch: 72 |
MeanAbsoluteError: 0.0358445718884468 | Loss: 0.0033215981182786 | Epoch: 73 | MeanAbsoluteError: 0.0480762049555779 | Loss: 0.0057199996002824 | Epoch: 74 |
MeanAbsoluteError: 0.0504364222288132 | Loss: 0.0058538611942472 | Epoch: 75 | MeanAbsoluteError: 0.0365949720144272 | Loss: 0.0027130718092219 | Epoch: 76 |
MeanAbsoluteError: 0.0443592593073845 | Loss: 0.0044535474600987 | Epoch: 77 | MeanAbsoluteError: 0.0526016503572464 | Loss: 0.0048430594705189 | Epoch: 78 |
MeanAbsoluteError: 0.0354474447667599 | Loss: 0.0027845271397382 | Epoch: 79 | MeanAbsoluteError: 0.0492106117308140 | Loss: 0.0056205726130149 | Epoch: 80 |
MeanAbsoluteError: 0.0365525595843792 | Loss: 0.0031965620851574 | Epoch: 81 | MeanAbsoluteError: 0.0578516498208046 | Loss: 0.0063402578100347 | Epoch: 82 |
MeanAbsoluteError: 0.0336575284600258 | Loss: 0.0020239861310424 | Epoch: 83 | MeanAbsoluteError: 0.0490442179143429 | Loss: 0.0051656309604788 | Epoch: 84 |
MeanAbsoluteError: 0.0544814243912697 | Loss: 0.0055255101223548 | Epoch: 85 | MeanAbsoluteError: 0.0357393734157085 | Loss: 0.0029585231991055 | Epoch: 86 |
MeanAbsoluteError: 0.0380671136081219 | Loss: 0.0032675984727505 | Epoch: 87 | MeanAbsoluteError: 0.0470429845154285 | Loss: 0.0064883712240352 | Epoch: 88 |
MeanAbsoluteError: 0.0367677249014378 | Loss: 0.0027727800748275 | Epoch: 89 | MeanAbsoluteError: 0.0368092507123947 | Loss: 0.0028880982874678 | Epoch: 90 |
MeanAbsoluteError: 0.0475561171770096 | Loss: 0.0054648117511533 | Epoch: 91 | MeanAbsoluteError: 0.0388941988348961 | Loss: 0.0030668997563995 | Epoch: 92 |
MeanAbsoluteError: 0.0526519827544689 | Loss: 0.0045800907537341 | Epoch: 93 | MeanAbsoluteError: 0.0444494821131229 | Loss: 0.0049096564672744 | Epoch: 94 |
MeanAbsoluteError: 0.0510944426059723 | Loss: 0.0042312434077478 | Epoch: 95 | MeanAbsoluteError: 0.0442903861403465 | Loss: 0.0034301365286900 | Epoch: 96 |
MeanAbsoluteError: 0.0447144173085690 | Loss: 0.0039329349887199 | Epoch: 97 | MeanAbsoluteError: 0.0468128547072411 | Loss: 0.0042726785446016 | Epoch: 98 |
MeanAbsoluteError: 0.0477880239486694 | Loss: 0.0037935624579684 | Epoch: 99 | MeanAbsoluteError: 0.0457170456647873 | Loss: 0.0046678203193901 | Epoch: 100 |
MeanAbsoluteError: 0.0394593365490437 | Loss: 0.0029358030296862 | Epoch: 101 | MeanAbsoluteError: 0.0331653207540512 | Loss: 0.0022359068747252 | Epoch: 102 |
MeanAbsoluteError: 0.0365569107234478 | Loss: 0.0024651363223361 | Epoch: 103 | MeanAbsoluteError: 0.0377732664346695 | Loss: 0.0022013049366741 | Epoch: 104 |
MeanAbsoluteError: 0.0394034758210182 | Loss: 0.0036934225040918 | Epoch: 105 | MeanAbsoluteError: 0.0374852307140827 | Loss: 0.0028381473384798 | Epoch: 106 |
MeanAbsoluteError: 0.0436474978923798 | Loss: 0.0034223307783787 | Epoch: 107 | MeanAbsoluteError: 0.0436349026858807 | Loss: 0.0034465638365453 | Epoch: 108 |
MeanAbsoluteError: 0.0361289866268635 | Loss: 0.0026315108272963 | Epoch: 109 | MeanAbsoluteError: 0.0433286912739277 | Loss: 0.0056258574074421 | Epoch: 110 |
MeanAbsoluteError: 0.0549255236983299 | Loss: 0.0051065725095284 | Epoch: 111 | MeanAbsoluteError: 0.0439934097230434 | Loss: 0.0033806428501311 | Epoch: 112 |
MeanAbsoluteError: 0.0553181916475296 | Loss: 0.0051941743765313 | Epoch: 113 | MeanAbsoluteError: 0.0515906289219856 | Loss: 0.0051014289134540 | Epoch: 114 |
MeanAbsoluteError: 0.0376896187663078 | Loss: 0.0027275716621751 | Epoch: 115 | MeanAbsoluteError: 0.0344583503901958 | Loss: 0.0033765093607004 | Epoch: 116 |
MeanAbsoluteError: 0.0410987995564938 | Loss: 0.0047440549387829 | Epoch: 117 | MeanAbsoluteError: 0.0491783432662487 | Loss: 0.0038025497208134 | Epoch: 118 |
MeanAbsoluteError: 0.0453727133572102 | Loss: 0.0039183908957057 | Epoch: 119 | MeanAbsoluteError: 0.0513066612184048 | Loss: 0.0050800543260546 | Epoch: 120 |
MeanAbsoluteError: 0.0373566038906574 | Loss: 0.0022003292240417 | Epoch: 121 | MeanAbsoluteError: 0.0448829270899296 | Loss: 0.0053441669129265 | Epoch: 122 |
MeanAbsoluteError: 0.0424305908381939 | Loss: 0.0031255250662350 | Epoch: 123 | MeanAbsoluteError: 0.0419652946293354 | Loss: 0.0038598484377592 | Epoch: 124 |
MeanAbsoluteError: 0.0509141683578491 | Loss: 0.0046875998825551 | Epoch: 125 | MeanAbsoluteError: 0.0400668606162071 | Loss: 0.0036713067540684 | Epoch: 126 |
MeanAbsoluteError: 0.0457096211612225 | Loss: 0.0032970412911919 | Epoch: 127 | MeanAbsoluteError: 0.0392726622521877 | Loss: 0.0024810428507268 | Epoch: 128 |
MeanAbsoluteError: 0.0372281633317471 | Loss: 0.0032616691085143 | Epoch: 129 | MeanAbsoluteError: 0.0437358617782593 | Loss: 0.0035158209054946 | Epoch: 130 |
MeanAbsoluteError: 0.0388302244246006 | Loss: 0.0032250383832993 | Epoch: 131 | MeanAbsoluteError: 0.0558539628982544 | Loss: 0.0059379891653617 | Epoch: 132 |
MeanAbsoluteError: 0.0335950329899788 | Loss: 0.0023380350836445 | Epoch: 133 | MeanAbsoluteError: 0.0429355092346668 | Loss: 0.0032321999673373 | Epoch: 134 |
MeanAbsoluteError: 0.0404422283172607 | Loss: 0.0029470132296690 | Epoch: 135 | MeanAbsoluteError: 0.0321686565876007 | Loss: 0.0020353326421733 | Epoch: 136 |
MeanAbsoluteError: 0.0467959605157375 | Loss: 0.0058724564195682 | Epoch: 137 | MeanAbsoluteError: 0.0544436611235142 | Loss: 0.0045378479855851 | Epoch: 138 |
MeanAbsoluteError: 0.0451936237514019 | Loss: 0.0039274568284432 | Epoch: 139 | MeanAbsoluteError: 0.0504657663404942 | Loss: 0.0039783585010670 | Epoch: 140 |
MeanAbsoluteError: 0.0423080734908581 | Loss: 0.0036047038537128 | Epoch: 141 | MeanAbsoluteError: 0.0407872088253498 | Loss: 0.0029375329345035 | Epoch: 142 |
MeanAbsoluteError: 0.0471210777759552 | Loss: 0.0048701082750295 | Epoch: 143 | MeanAbsoluteError: 0.0393749475479126 | Loss: 0.0036275973610687 | Epoch: 144 |
MeanAbsoluteError: 0.0530727244913578 | Loss: 0.0055365790612996 | Epoch: 145 | MeanAbsoluteError: 0.0395344011485577 | Loss: 0.0036785151963928 | Epoch: 146 |
MeanAbsoluteError: 0.0337132252752781 | Loss: 0.0027919317586706 | Early stopping at epoch 145
Fold: 8
Epoch: 1 | MeanAbsoluteError: 0.1374367326498032 | Loss: 0.0276733073047720 | Epoch: 2 |
MeanAbsoluteError: 0.1390063911676407 | Loss: 0.0313035062729166 | Epoch: 3 | MeanAbsoluteError: 0.1228149384260178 | Loss: 0.0225088084832980 | Epoch: 4 |
MeanAbsoluteError: 0.1165016144514084 | Loss: 0.0208441738684017 | Epoch: 5 | MeanAbsoluteError: 0.1039877831935883 | Loss: 0.0167490679842348 | Epoch: 6 |
MeanAbsoluteError: 0.1050908118486404 | Loss: 0.0169619152394052 | Epoch: 7 | MeanAbsoluteError: 0.1028598621487617 | Loss: 0.0172543398892650 | Epoch: 8 |
MeanAbsoluteError: 0.0958747118711472 | Loss: 0.0142227670607659 | Epoch: 9 | MeanAbsoluteError: 0.0762315541505814 | Loss: 0.0102392567608219 | Epoch: 10 |
MeanAbsoluteError: 0.0782990977168083 | Loss: 0.0106577894363839 | Epoch: 11 | MeanAbsoluteError: 0.0721391513943672 | Loss: 0.0084201721116327 | Epoch: 12 |
MeanAbsoluteError: 0.0812473371624947 | Loss: 0.0112918595640132 | Epoch: 13 | MeanAbsoluteError: 0.0799352079629898 | Loss: 0.0116113626505606 | Epoch: 14 |
MeanAbsoluteError: 0.0627360641956329 | Loss: 0.0083883302734019 | Epoch: 15 | MeanAbsoluteError: 0.0713859423995018 | Loss: 0.0105617310350331 | Epoch: 16 |
MeanAbsoluteError: 0.0521201565861702 | Loss: 0.0062449821360553 | Epoch: 17 | MeanAbsoluteError: 0.0530716180801392 | Loss: 0.0051360322619215 | Epoch: 18 |
MeanAbsoluteError: 0.0552141182124615 | Loss: 0.0061222131256587 | Epoch: 19 | MeanAbsoluteError: 0.0455452166497707 | Loss: 0.0049348883778573 | Epoch: 20 |
MeanAbsoluteError: 0.0502795167267323 | Loss: 0.0045776761880216 | Epoch: 21 | MeanAbsoluteError: 0.0605783164501190 | Loss: 0.0071129889424460 | Epoch: 22 |
MeanAbsoluteError: 0.0564852207899094 | Loss: 0.0066572120771385 | Epoch: 23 | MeanAbsoluteError: 0.0478540621697903 | Loss: 0.0050416749951322 | Epoch: 24 |
MeanAbsoluteError: 0.0550281964242458 | Loss: 0.0056745168717148 | Epoch: 25 | MeanAbsoluteError: 0.0476697124540806 | Loss: 0.0051195334392385 | Epoch: 26 |
MeanAbsoluteError: 0.0486089475452900 | Loss: 0.0050424468578198 | Epoch: 27 | MeanAbsoluteError: 0.0495666638016701 | Loss: 0.0048659047461115 | Epoch: 28 |
MeanAbsoluteError: 0.0524696595966816 | Loss: 0.0057415462685570 | Epoch: 29 | MeanAbsoluteError: 0.0591526739299297 | Loss: 0.0060021128200998 | Epoch: 30 |
MeanAbsoluteError: 0.0526151470839977 | Loss: 0.0060109875854463 | Epoch: 31 | MeanAbsoluteError: 0.0591466762125492 | Loss: 0.0058168928103092 | Epoch: 32 |
MeanAbsoluteError: 0.0536059886217117 | Loss: 0.0049851682717697 | Epoch: 33 | MeanAbsoluteError: 0.0530237965285778 | Loss: 0.0051375592324453 | Epoch: 34 |
MeanAbsoluteError: 0.0450921878218651 | Loss: 0.0039257599542347 | Epoch: 35 | MeanAbsoluteError: 0.0441803075373173 | Loss: 0.0044924994267953 | Epoch: 36 |
MeanAbsoluteError: 0.0603981763124466 | Loss: 0.0062080144237440 | Epoch: 37 | MeanAbsoluteError: 0.0481781400740147 | Loss: 0.0048966460700075 | Epoch: 38 |
MeanAbsoluteError: 0.0492395386099815 | Loss: 0.0047535401446602 | Epoch: 39 | MeanAbsoluteError: 0.0385847613215446 | Loss: 0.0028055859998298 | Epoch: 40 |
MeanAbsoluteError: 0.0453119426965714 | Loss: 0.0051713044432780 | Epoch: 41 | MeanAbsoluteError: 0.0522523149847984 | Loss: 0.0056147109135054 | Epoch: 42 |
MeanAbsoluteError: 0.0561820045113564 | Loss: 0.0061866163025395 | Epoch: 43 | MeanAbsoluteError: 0.0575414896011353 | Loss: 0.0050006594616347 | Epoch: 44 |
MeanAbsoluteError: 0.0504678264260292 | Loss: 0.0041746502975002 | Epoch: 45 | MeanAbsoluteError: 0.0519217140972614 | Loss: 0.0051643128032223 | Epoch: 46 |
MeanAbsoluteError: 0.0528410337865353 | Loss: 0.0052294864928207 | Epoch: 47 | MeanAbsoluteError: 0.0497024208307266 | Loss: 0.0045403993482558 | Epoch: 48 |
MeanAbsoluteError: 0.0471315160393715 | Loss: 0.0050758966020882 | Epoch: 49 | MeanAbsoluteError: 0.0533564649522305 | Loss: 0.0060109125199513 | Epoch: 50 |
MeanAbsoluteError: 0.0476179309189320 | Loss: 0.0042286198496675 | Epoch: 51 | MeanAbsoluteError: 0.0497152842581272 | Loss: 0.0048878072008777 | Epoch: 52 |
MeanAbsoluteError: 0.0415020957589149 | Loss: 0.0033957575058314 | Epoch: 53 | MeanAbsoluteError: 0.0455947034060955 | Loss: 0.0040764433797449 | Epoch: 54 |
MeanAbsoluteError: 0.0441358089447021 | Loss: 0.0034798114614275 | Epoch: 55 | MeanAbsoluteError: 0.0544273741543293 | Loss: 0.0062134879766605 | Epoch: 56 |
MeanAbsoluteError: 0.0460820756852627 | Loss: 0.0035012842585834 | Epoch: 57 | MeanAbsoluteError: 0.0418362952768803 | Loss: 0.0033521454091757 | Epoch: 58 |
MeanAbsoluteError: 0.0535659752786160 | Loss: 0.0060466511103396 | Epoch: 59 | MeanAbsoluteError: 0.0517647899687290 | Loss: 0.0064737589832825 | Epoch: 60 |
MeanAbsoluteError: 0.0548863969743252 | Loss: 0.0054845792653326 | Epoch: 61 | MeanAbsoluteError: 0.0486875213682652 | Loss: 0.0072097262510887 | Epoch: 62 |
MeanAbsoluteError: 0.0448541603982449 | Loss: 0.0037351494180397 | Epoch: 63 | MeanAbsoluteError: 0.0503941401839256 | Loss: 0.0051556638567350 | Epoch: 64 |
MeanAbsoluteError: 0.0422532781958580 | Loss: 0.0043949073923823 | Epoch: 65 | MeanAbsoluteError: 0.0598120354115963 | Loss: 0.0050990031853032 | Epoch: 66 |
MeanAbsoluteError: 0.0450459606945515 | Loss: 0.0039988526416262 | Epoch: 67 | MeanAbsoluteError: 0.0494425073266029 | Loss: 0.0059742075525439 | Epoch: 68 |
MeanAbsoluteError: 0.0342030040919781 | Loss: 0.0027071595406876 | Epoch: 69 | MeanAbsoluteError: 0.0425083450973034 | Loss: 0.0034793110680766 | Epoch: 70 |
MeanAbsoluteError: 0.0382314473390579 | Loss: 0.0035234291863162 | Epoch: 71 | MeanAbsoluteError: 0.0498653501272202 | Loss: 0.0055197439483331 | Epoch: 72 |
MeanAbsoluteError: 0.0549232661724091 | Loss: 0.0058399401067828 | Epoch: 73 | MeanAbsoluteError: 0.0376896560192108 | Loss: 0.0031669991608046 | Epoch: 74 |
MeanAbsoluteError: 0.0535896196961403 | Loss: 0.0054246669214290 | Epoch: 75 | MeanAbsoluteError: 0.0418596118688583 | Loss: 0.0040838344362923 | Epoch: 76 |
MeanAbsoluteError: 0.0440928116440773 | Loss: 0.0050924530928919 | Epoch: 77 | MeanAbsoluteError: 0.0486115925014019 | Loss: 0.0049189191060857 | Epoch: 78 |
MeanAbsoluteError: 0.0610706768929958 | Loss: 0.0092137591967073 | Epoch: 79 | MeanAbsoluteError: 0.0505536496639252 | Loss: 0.0044411463806262 | Epoch: 80 |
MeanAbsoluteError: 0.0509396046400070 | Loss: 0.0064060338907159 | Epoch: 81 | MeanAbsoluteError: 0.0419340506196022 | Loss: 0.0042424191487953 | Epoch: 82 |
MeanAbsoluteError: 0.0448743812739849 | Loss: 0.0054702499944072 | Epoch: 83 | MeanAbsoluteError: 0.0444181524217129 | Loss: 0.0047663162068392 | Epoch: 84 |
MeanAbsoluteError: 0.0485614426434040 | Loss: 0.0052036129726240 | Epoch: 85 | MeanAbsoluteError: 0.0601375401020050 | Loss: 0.0066140032677840 | Epoch: 86 |
MeanAbsoluteError: 0.0448865853250027 | Loss: 0.0058775612896380 | Epoch: 87 | MeanAbsoluteError: 0.0435478501021862 | Loss: 0.0040994359140034 | Epoch: 88 |
MeanAbsoluteError: 0.0461949743330479 | Loss: 0.0044238010439305 | Epoch: 89 | MeanAbsoluteError: 0.0470159426331520 | Loss: 0.0049365379202824 | Epoch: 90 |
MeanAbsoluteError: 0.0472462698817253 | Loss: 0.0048080984135875 | Epoch: 91 | MeanAbsoluteError: 0.0414232648909092 | Loss: 0.0034515138585658 | Epoch: 92 |
MeanAbsoluteError: 0.0431792102754116 | Loss: 0.0037989639274131 | Epoch: 93 | MeanAbsoluteError: 0.0409427024424076 | Loss: 0.0055556198349223 | Epoch: 94 |
MeanAbsoluteError: 0.0457900911569595 | Loss: 0.0045389852826842 | Epoch: 95 | MeanAbsoluteError: 0.0638579428195953 | Loss: 0.0061307188589126 | Epoch: 96 |
MeanAbsoluteError: 0.0379286892712116 | Loss: 0.0024256667999837 | Epoch: 97 | MeanAbsoluteError: 0.0553378947079182 | Loss: 0.0044150534802331 | Epoch: 98 |
MeanAbsoluteError: 0.0431468784809113 | Loss: 0.0033814949117816 | Epoch: 99 | MeanAbsoluteError: 0.0453700572252274 | Loss: 0.0042995193059771 | Epoch: 100 |
MeanAbsoluteError: 0.0414680242538452 | Loss: 0.0042912478137833 | Epoch: 101 | MeanAbsoluteError: 0.0346412397921085 | Loss: 0.0023212575783523 | Epoch: 102 |
MeanAbsoluteError: 0.0542751103639603 | Loss: 0.0055082364795873 | Epoch: 103 | MeanAbsoluteError: 0.0365798175334930 | Loss: 0.0027034001317448 | Epoch: 104 |
MeanAbsoluteError: 0.0474616996943951 | Loss: 0.0061960281925097 | Epoch: 105 | MeanAbsoluteError: 0.0405123978853226 | Loss: 0.0049118613712311 | Epoch: 106 |
MeanAbsoluteError: 0.0445686355233192 | Loss: 0.0031057852678574 | Epoch: 107 | MeanAbsoluteError: 0.0443137399852276 | Loss: 0.0046561018501122 | Epoch: 108 |
MeanAbsoluteError: 0.0413777939975262 | Loss: 0.0030654202564619 | Epoch: 109 | MeanAbsoluteError: 0.0446576513350010 | Loss: 0.0038773163939298 | Epoch: 110 |
MeanAbsoluteError: 0.0639613494277000 | Loss: 0.0091518558776723 | Epoch: 111 | MeanAbsoluteError: 0.0468776039779186 | Loss: 0.0045507954558931 | Epoch: 112 |
MeanAbsoluteError: 0.0457145981490612 | Loss: 0.0043308084400801 | Epoch: 113 | MeanAbsoluteError: 0.0436295419931412 | Loss: 0.0041056001970831 | Epoch: 114 |
MeanAbsoluteError: 0.0384459123015404 | Loss: 0.0028264022145707 | Epoch: 115 | MeanAbsoluteError: 0.0463306196033955 | Loss: 0.0053519903068753 | Epoch: 116 |
MeanAbsoluteError: 0.0412202402949333 | Loss: 0.0041576946790044 | Epoch: 117 | MeanAbsoluteError: 0.0436875261366367 | Loss: 0.0049596982381235 | Epoch: 118 |
MeanAbsoluteError: 0.0422445051372051 | Loss: 0.0028906311177147 | Epoch: 119 | MeanAbsoluteError: 0.0532399527728558 | Loss: 0.0073262086236635 | Epoch: 120 |
MeanAbsoluteError: 0.0488372072577477 | Loss: 0.0052501538392300 | Epoch: 121 | MeanAbsoluteError: 0.0422287955880165 | Loss: 0.0043223010859667 | Epoch: 122 |
MeanAbsoluteError: 0.0373729616403580 | Loss: 0.0034499593692509 | Epoch: 123 | MeanAbsoluteError: 0.0474605672061443 | Loss: 0.0036761421137131 | Epoch: 124 |
MeanAbsoluteError: 0.0453069843351841 | Loss: 0.0052212213989920 | Epoch: 125 | MeanAbsoluteError: 0.0412573814392090 | Loss: 0.0034237841654641 | Epoch: 126 |
MeanAbsoluteError: 0.0419635139405727 | Loss: 0.0033356145946667 | Epoch: 127 | MeanAbsoluteError: 0.0341780520975590 | Loss: 0.0025264015286946 | Epoch: 128 |
MeanAbsoluteError: 0.0486839972436428 | Loss: 0.0047928956516374 | Epoch: 129 | MeanAbsoluteError: 0.0458146035671234 | Loss: 0.0039721411930469 | Epoch: 130 |
MeanAbsoluteError: 0.0409040302038193 | Loss: 0.0027256227599887 | Epoch: 131 | MeanAbsoluteError: 0.0486680567264557 | Loss: 0.0052228406062708 | Epoch: 132 |
MeanAbsoluteError: 0.0426811464130878 | Loss: 0.0033414501813240 | Epoch: 133 | MeanAbsoluteError: 0.0472925566136837 | Loss: 0.0042101508275104 | Epoch: 134 |
MeanAbsoluteError: 0.0543481782078743 | Loss: 0.0056336631622309 | Epoch: 135 | MeanAbsoluteError: 0.0578053034842014 | Loss: 0.0065258792870177 | Epoch: 136 |
MeanAbsoluteError: 0.0475800000131130 | Loss: 0.0053940598714130 | Epoch: 137 | MeanAbsoluteError: 0.0574687346816063 | Loss: 0.0049907394165460 | Epoch: 138 |
MeanAbsoluteError: 0.0450430102646351 | Loss: 0.0053579945983634 | Epoch: 139 | MeanAbsoluteError: 0.0654336735606194 | Loss: 0.0077571248492369 | Epoch: 140 |
MeanAbsoluteError: 0.0444375053048134 | Loss: 0.0042635182393357 | Epoch: 141 | MeanAbsoluteError: 0.0441319420933723 | Loss: 0.0043576211184980 | Epoch: 142 |
MeanAbsoluteError: 0.0448317229747772 | Loss: 0.0040902775676491 | Epoch: 143 | MeanAbsoluteError: 0.0414509437978268 | Loss: 0.0043184327122827 | Epoch: 144 |
MeanAbsoluteError: 0.0493579655885696 | Loss: 0.0083418514651175 | Epoch: 145 | MeanAbsoluteError: 0.0416471585631371 | Loss: 0.0033527194531276 | Epoch: 146 |
MeanAbsoluteError: 0.0423944182693958 | Loss: 0.0043267280830500 | Epoch: 147 | MeanAbsoluteError: 0.0485891811549664 | Loss: 0.0055575829196291 | Epoch: 148 |
MeanAbsoluteError: 0.0490230210125446 | Loss: 0.0061657967520520 | Epoch: 149 | MeanAbsoluteError: 0.0501714125275612 | Loss: 0.0058471960006640 | Epoch: 150 |
MeanAbsoluteError: 0.0492983497679234 | Loss: 0.0048654340565778 | Epoch: 151 | MeanAbsoluteError: 0.0341732874512672 | Loss: 0.0027275965325176 | Epoch: 152 |
MeanAbsoluteError: 0.0411529392004013 | Loss: 0.0029691223843166 | Epoch: 153 | MeanAbsoluteError: 0.0538726300001144 | Loss: 0.0077968105100668 | Epoch: 154 |
MeanAbsoluteError: 0.0610259100794792 | Loss: 0.0066377737631018 | Epoch: 155 | MeanAbsoluteError: 0.0493384264409542 | Loss: 0.0051357757407599 | Epoch: 156 |
MeanAbsoluteError: 0.0597255080938339 | Loss: 0.0058650378531848 | Epoch: 157 | MeanAbsoluteError: 0.0480600930750370 | Loss: 0.0050502338921293 | Epoch: 158 |
MeanAbsoluteError: 0.0419135913252831 | Loss: 0.0037836879670907 | Epoch: 159 | MeanAbsoluteError: 0.0431661233305931 | Loss: 0.0041264550079806 | Epoch: 160 |
MeanAbsoluteError: 0.0523506030440331 | Loss: 0.0065521920332685 | Epoch: 161 | MeanAbsoluteError: 0.0500298552215099 | Loss: 0.0034480882504095 | Epoch: 162 |
MeanAbsoluteError: 0.0454096905887127 | Loss: 0.0064389453260586 | Epoch: 163 | MeanAbsoluteError: 0.0495575517416000 | Loss: 0.0052246547426106 | Epoch: 164 |
MeanAbsoluteError: 0.0434758886694908 | Loss: 0.0038923176426369 | Epoch: 165 | MeanAbsoluteError: 0.0441629402339458 | Loss: 0.0057434859336354 | Early stopping at epoch 164
Fold: 9
Epoch: 1 |
MeanAbsoluteError: 0.1172357872128487 | Loss: 0.0249835757467036 | Epoch: 2 | MeanAbsoluteError: 0.1176900267601013 | Loss: 0.0207602613104078 | Epoch: 3 |
MeanAbsoluteError: 0.1113067641854286 | Loss: 0.0186770497463070 | Epoch: 4 | MeanAbsoluteError: 0.0939953029155731 | Loss: 0.0143798219684798 | Epoch: 5 |
MeanAbsoluteError: 0.0813096538186073 | Loss: 0.0114311742811249 | Epoch: 6 | MeanAbsoluteError: 0.0798245444893837 | Loss: 0.0110427977230686 | Epoch: 7 |
MeanAbsoluteError: 0.0671087503433228 | Loss: 0.0082737542867947 | Epoch: 8 | MeanAbsoluteError: 0.0613413080573082 | Loss: 0.0059121912703491 | Epoch: 9 |
MeanAbsoluteError: 0.0646580606698990 | Loss: 0.0088822115391779 | Epoch: 10 | MeanAbsoluteError: 0.0670200511813164 | Loss: 0.0078414877016957 | Epoch: 11 |
MeanAbsoluteError: 0.0714023634791374 | Loss: 0.0089594070226527 | Epoch: 12 | MeanAbsoluteError: 0.0602418892085552 | Loss: 0.0057436228067113 | Epoch: 13 |
MeanAbsoluteError: 0.0542251095175743 | Loss: 0.0055464076576754 | Epoch: 14 | MeanAbsoluteError: 0.0720131322741508 | Loss: 0.0103554116347088 | Epoch: 15 |
MeanAbsoluteError: 0.0671845450997353 | Loss: 0.0086342555721505 | Epoch: 16 | MeanAbsoluteError: 0.0649741441011429 | Loss: 0.0071626252924594 | Epoch: 17 |
MeanAbsoluteError: 0.0466409884393215 | Loss: 0.0046988147078082 | Epoch: 18 | MeanAbsoluteError: 0.0518569089472294 | Loss: 0.0049739499115206 | Epoch: 19 |
MeanAbsoluteError: 0.0514013804495335 | Loss: 0.0051210914523556 | Epoch: 20 | MeanAbsoluteError: 0.0595673136413097 | Loss: 0.0069045534518619 | Epoch: 21 |
MeanAbsoluteError: 0.0546700805425644 | Loss: 0.0053499130926167 | Epoch: 22 | MeanAbsoluteError: 0.0588247776031494 | Loss: 0.0061621812190144 | Epoch: 23 |
MeanAbsoluteError: 0.0472579449415207 | Loss: 0.0053202606057032 | Epoch: 24 | MeanAbsoluteError: 0.0660508424043655 | Loss: 0.0066615240827489 | Epoch: 25 |
MeanAbsoluteError: 0.0487492270767689 | Loss: 0.0056381624621841 | Epoch: 26 | MeanAbsoluteError: 0.0540363267064095 | Loss: 0.0047193045835369 | Epoch: 27 |
MeanAbsoluteError: 0.0600768662989140 | Loss: 0.0062504985119001 | Epoch: 28 | MeanAbsoluteError: 0.0614775530993938 | Loss: 0.0072241395201462 | Epoch: 29 |
MeanAbsoluteError: 0.0688777044415474 | Loss: 0.0086399933430724 | Epoch: 30 | MeanAbsoluteError: 0.0453533902764320 | Loss: 0.0038017217034044 | Epoch: 31 |
MeanAbsoluteError: 0.0565037913620472 | Loss: 0.0064447741024196 | Epoch: 32 | MeanAbsoluteError: 0.0453887172043324 | Loss: 0.0045412421548882 | Epoch: 33 |
MeanAbsoluteError: 0.0565603002905846 | Loss: 0.0064440210385678 | Epoch: 34 | MeanAbsoluteError: 0.0484452471137047 | Loss: 0.0050650956288267 | Epoch: 35 |
MeanAbsoluteError: 0.0482646934688091 | Loss: 0.0057019653031603 | Epoch: 36 | MeanAbsoluteError: 0.0522206388413906 | Loss: 0.0061434559219588 | Epoch: 37 |
MeanAbsoluteError: 0.0543848313391209 | Loss: 0.0059008503270049 | Epoch: 38 | MeanAbsoluteError: 0.0555062592029572 | Loss: 0.0050477143466616 | Epoch: 39 |
MeanAbsoluteError: 0.0456202216446400 | Loss: 0.0037747517120666 | Epoch: 40 | MeanAbsoluteError: 0.0565228275954723 | Loss: 0.0065373061672569 | Epoch: 41 |
MeanAbsoluteError: 0.0546152591705322 | Loss: 0.0059266959836420 | Epoch: 42 | MeanAbsoluteError: 0.0539576783776283 | Loss: 0.0066020853835373 | Epoch: 43 |
MeanAbsoluteError: 0.0495820157229900 | Loss: 0.0047458462739507 | Epoch: 44 | MeanAbsoluteError: 0.0479259938001633 | Loss: 0.0041566754001766 | Epoch: 45 |
MeanAbsoluteError: 0.0475148968398571 | Loss: 0.0048315568755452 | Epoch: 46 | MeanAbsoluteError: 0.0508032180368900 | Loss: 0.0053253833007497 | Epoch: 47 |
MeanAbsoluteError: 0.0501035600900650 | Loss: 0.0072306615497487 | Epoch: 48 | MeanAbsoluteError: 0.0537414662539959 | Loss: 0.0056393831484736 | Epoch: 49 |
MeanAbsoluteError: 0.0543368831276894 | Loss: 0.0048661268710230 | Epoch: 50 | MeanAbsoluteError: 0.0612048134207726 | Loss: 0.0063472468979084 | Epoch: 51 |
MeanAbsoluteError: 0.0492692515254021 | Loss: 0.0051712006366310 | Epoch: 52 | MeanAbsoluteError: 0.0557113178074360 | Loss: 0.0056005708980732 | Epoch: 53 |
MeanAbsoluteError: 0.0924686416983604 | Loss: 0.0130016946305449 | Epoch: 54 | MeanAbsoluteError: 0.0470180734992027 | Loss: 0.0052343755512713 | Epoch: 55 |
MeanAbsoluteError: 0.0467957034707069 | Loss: 0.0052141738795819 | Epoch: 56 | MeanAbsoluteError: 0.0396084487438202 | Loss: 0.0033381350826508 | Epoch: 57 |
MeanAbsoluteError: 0.0507704205811024 | Loss: 0.0047121578021548 | Epoch: 58 | MeanAbsoluteError: 0.0529200881719589 | Loss: 0.0050268140352833 | Epoch: 59 |
MeanAbsoluteError: 0.0417566187679768 | Loss: 0.0037192617892288 | Epoch: 60 | MeanAbsoluteError: 0.0558184497058392 | Loss: 0.0068769277198813 | Epoch: 61 |
MeanAbsoluteError: 0.0464020855724812 | Loss: 0.0037783216595506 | Epoch: 62 | MeanAbsoluteError: 0.0420752801001072 | Loss: 0.0035042487747537 | Epoch: 63 |
MeanAbsoluteError: 0.0598996430635452 | Loss: 0.0062348953931807 | Epoch: 64 | MeanAbsoluteError: 0.0485216863453388 | Loss: 0.0043180285720155 | Epoch: 65 |
MeanAbsoluteError: 0.0478619299829006 | Loss: 0.0047819742109053 | Epoch: 66 | MeanAbsoluteError: 0.0554016865789890 | Loss: 0.0063305946890838 | Epoch: 67 |
MeanAbsoluteError: 0.0407041013240814 | Loss: 0.0044883761908680 | Epoch: 68 | MeanAbsoluteError: 0.0597236827015877 | Loss: 0.0067309127099669 | Epoch: 69 |
MeanAbsoluteError: 0.0564291179180145 | Loss: 0.0072854008221139 | Epoch: 70 | MeanAbsoluteError: 0.0517698153853416 | Loss: 0.0048715012112203 | Epoch: 71 |
MeanAbsoluteError: 0.0468033328652382 | Loss: 0.0045538153499365 | Epoch: 72 | MeanAbsoluteError: 0.0450678095221519 | Loss: 0.0040227638629193 | Epoch: 73 |
MeanAbsoluteError: 0.0465100482106209 | Loss: 0.0039960070369908 | Epoch: 74 | MeanAbsoluteError: 0.0410478636622429 | Loss: 0.0031151708737105 | Epoch: 75 |
MeanAbsoluteError: 0.0464675910770893 | Loss: 0.0051114853793898 | Epoch: 76 | MeanAbsoluteError: 0.0618213638663292 | Loss: 0.0078967330045998 | Epoch: 77 |
MeanAbsoluteError: 0.0508961342275143 | Loss: 0.0048677994424137 | Epoch: 78 | MeanAbsoluteError: 0.0436435490846634 | Loss: 0.0032569752164328 | Epoch: 79 |
MeanAbsoluteError: 0.0489352606236935 | Loss: 0.0042037598502177 | Epoch: 80 | MeanAbsoluteError: 0.0441811084747314 | Loss: 0.0035441406877138 | Epoch: 81 |
MeanAbsoluteError: 0.0624358355998993 | Loss: 0.0066246739230477 | Epoch: 82 | MeanAbsoluteError: 0.0427246317267418 | Loss: 0.0038989507078301 | Epoch: 83 |
MeanAbsoluteError: 0.0474096164107323 | Loss: 0.0036441601203898 | Epoch: 84 | MeanAbsoluteError: 0.0479999966919422 | Loss: 0.0054871087553553 | Epoch: 85 |
MeanAbsoluteError: 0.0512699708342552 | Loss: 0.0063003661478153 | Epoch: 86 | MeanAbsoluteError: 0.0528414919972420 | Loss: 0.0062243858925425 | Epoch: 87 |
MeanAbsoluteError: 0.0521373413503170 | Loss: 0.0049522076196109 | Epoch: 88 | MeanAbsoluteError: 0.0497848317027092 | Loss: 0.0046505618598670 | Epoch: 89 |
MeanAbsoluteError: 0.0359752997756004 | Loss: 0.0020881516706700 | Epoch: 90 | MeanAbsoluteError: 0.0487183816730976 | Loss: 0.0052991386798497 | Epoch: 91 |
MeanAbsoluteError: 0.0516067445278168 | Loss: 0.0059479763149284 | Epoch: 92 | MeanAbsoluteError: 0.0463106445968151 | Loss: 0.0039035263292205 | Epoch: 93 |
MeanAbsoluteError: 0.0510158985853195 | Loss: 0.0048276947614235 | Epoch: 94 | MeanAbsoluteError: 0.0563014075160027 | Loss: 0.0080752968788147 | Epoch: 95 |
MeanAbsoluteError: 0.0478503406047821 | Loss: 0.0043723333331470 | Epoch: 96 | MeanAbsoluteError: 0.0444415062665939 | Loss: 0.0031841035412911 | Epoch: 97 |
MeanAbsoluteError: 0.0531083531677723 | Loss: 0.0054405292925926 | Epoch: 98 | MeanAbsoluteError: 0.0476004891097546 | Loss: 0.0042962702438952 | Epoch: 99 |
MeanAbsoluteError: 0.0483026206493378 | Loss: 0.0044812720130162 | Epoch: 100 | MeanAbsoluteError: 0.0558529198169708 | Loss: 0.0056762207353201 | Epoch: 101 |
MeanAbsoluteError: 0.0448809638619423 | Loss: 0.0036075529373752 | Epoch: 102 | MeanAbsoluteError: 0.0360305681824684 | Loss: 0.0030324829590077 | Epoch: 103 |
MeanAbsoluteError: 0.0463160164654255 | Loss: 0.0042163833456400 | Epoch: 104 | MeanAbsoluteError: 0.0609929189085960 | Loss: 0.0075359920917365 | Epoch: 105 |
MeanAbsoluteError: 0.0538906604051590 | Loss: 0.0048217514816385 | Epoch: 106 | MeanAbsoluteError: 0.0502893812954426 | Loss: 0.0052310034292392 | Epoch: 107 |
MeanAbsoluteError: 0.0439229719340801 | Loss: 0.0044760416449907 | Epoch: 108 | MeanAbsoluteError: 0.0487011633813381 | Loss: 0.0051579959153269 | Epoch: 109 |
MeanAbsoluteError: 0.0452546887099743 | Loss: 0.0042040133177159 | Epoch: 110 | MeanAbsoluteError: 0.0517486371099949 | Loss: 0.0058140354768301 | Epoch: 111 |
MeanAbsoluteError: 0.0526556856930256 | Loss: 0.0066339000074479 | Epoch: 112 | MeanAbsoluteError: 0.0530944913625717 | Loss: 0.0049834412773355 | Epoch: 113 |
MeanAbsoluteError: 0.0464283861219883 | Loss: 0.0040240021547876 | Epoch: 114 | MeanAbsoluteError: 0.0528395287692547 | Loss: 0.0060732415519082 | Epoch: 115 |
MeanAbsoluteError: 0.0465971976518631 | Loss: 0.0052212273899036 | Epoch: 116 | MeanAbsoluteError: 0.0487754829227924 | Loss: 0.0052203410842384 | Epoch: 117 |
MeanAbsoluteError: 0.0534561239182949 | Loss: 0.0049539765593811 | Epoch: 118 | MeanAbsoluteError: 0.0550290569663048 | Loss: 0.0063904139634150 | Epoch: 119 |
MeanAbsoluteError: 0.0473691858351231 | Loss: 0.0046087102964520 | Epoch: 120 | MeanAbsoluteError: 0.0561778321862221 | Loss: 0.0054850269628402 | Epoch: 121 |
MeanAbsoluteError: 0.0436565876007080 | Loss: 0.0042375482690449 | Epoch: 122 | MeanAbsoluteError: 0.0518955104053020 | Loss: 0.0041868724108029 | Epoch: 123 |
MeanAbsoluteError: 0.0487163625657558 | Loss: 0.0043449540703128 | Epoch: 124 | MeanAbsoluteError: 0.0486333332955837 | Loss: 0.0052497073775157 | Epoch: 125 |
MeanAbsoluteError: 0.0428322777152061 | Loss: 0.0039432850093223 | Epoch: 126 | MeanAbsoluteError: 0.0435788854956627 | Loss: 0.0042715150271901 | Epoch: 127 |
MeanAbsoluteError: 0.0519715212285519 | Loss: 0.0045505898127046 | Epoch: 128 | MeanAbsoluteError: 0.0569702684879303 | Loss: 0.0076628555140745 | Epoch: 129 |
MeanAbsoluteError: 0.0534894987940788 | Loss: 0.0040752554509359 | Epoch: 130 | MeanAbsoluteError: 0.0510935261845589 | Loss: 0.0044685782631859 | Epoch: 131 |
MeanAbsoluteError: 0.0465764142572880 | Loss: 0.0051492451614020 | Epoch: 132 | MeanAbsoluteError: 0.0543086342513561 | Loss: 0.0055871133226901 | Epoch: 133 |
MeanAbsoluteError: 0.0437445268034935 | Loss: 0.0043377997308898 | Epoch: 134 | MeanAbsoluteError: 0.0544043108820915 | Loss: 0.0080531465153819 | Epoch: 135 |
MeanAbsoluteError: 0.0603490732610226 | Loss: 0.0071512160088437 | Epoch: 136 | MeanAbsoluteError: 0.0583204478025436 | Loss: 0.0067128082647776 | Epoch: 137 |
MeanAbsoluteError: 0.0465017929673195 | Loss: 0.0044587488608578 | Epoch: 138 | MeanAbsoluteError: 0.0430762581527233 | Loss: 0.0036485167309785 | Epoch: 139 |
MeanAbsoluteError: 0.0464083775877953 | Loss: 0.0035119662509085 | Epoch: 140 | MeanAbsoluteError: 0.0414862819015980 | Loss: 0.0029543110711249 | Epoch: 141 |
MeanAbsoluteError: 0.0482460297644138 | Loss: 0.0043778997899678 | Epoch: 142 | MeanAbsoluteError: 0.0459075160324574 | Loss: 0.0042296499103451 | Epoch: 143 |
MeanAbsoluteError: 0.0548679158091545 | Loss: 0.0065204262231978 | Epoch: 144 | MeanAbsoluteError: 0.0403414331376553 | Loss: 0.0029830855939788 | Epoch: 145 |
MeanAbsoluteError: 0.0451600067317486 | Loss: 0.0050097795767495 | Epoch: 146 | MeanAbsoluteError: 0.0509104356169701 | Loss: 0.0055364152425542 | Epoch: 147 |
MeanAbsoluteError: 0.0495515614748001 | Loss: 0.0051681337555727 | Epoch: 148 | MeanAbsoluteError: 0.0410659089684486 | Loss: 0.0036358770986016 | Epoch: 149 |
MeanAbsoluteError: 0.0464085713028908 | Loss: 0.0049674599521005 | Epoch: 150 | MeanAbsoluteError: 0.0482429042458534 | Loss: 0.0049821607087954 | Epoch: 151 |
MeanAbsoluteError: 0.0409724153578281 | Loss: 0.0032816150745090 | Epoch: 152 | MeanAbsoluteError: 0.0451047196984291 | Loss: 0.0049972926767973 | Epoch: 153 |
MeanAbsoluteError: 0.0474792830646038 | Loss: 0.0053181373693336 | Early stopping at epoch 152
Fold: 10
Epoch: 1 | MeanAbsoluteError: 0.1505321860313416 | Loss: 0.0373814047242586 | Epoch: 2 |
MeanAbsoluteError: 0.1341463625431061 | Loss: 0.0259419717611029 | Epoch: 3 | MeanAbsoluteError: 0.1318567395210266 | Loss: 0.0257625442284804 | Epoch: 4 |
MeanAbsoluteError: 0.1223548352718353 | Loss: 0.0225599115320410 | Epoch: 5 | MeanAbsoluteError: 0.1095115020871162 | Loss: 0.0181513176872753 | Epoch: 6 |
MeanAbsoluteError: 0.1038170158863068 | Loss: 0.0158053003967955 | Epoch: 7 | MeanAbsoluteError: 0.0967821776866913 | Loss: 0.0154923522988191 | Epoch: 8 |
MeanAbsoluteError: 0.1030098348855972 | Loss: 0.0177184024539131 | Epoch: 9 | MeanAbsoluteError: 0.0851003527641296 | Loss: 0.0121158836678100 | Epoch: 10 |
MeanAbsoluteError: 0.0841116607189178 | Loss: 0.0116929876653907 | Epoch: 11 | MeanAbsoluteError: 0.0833694711327553 | Loss: 0.0122488431739979 | Epoch: 12 |
MeanAbsoluteError: 0.0790107548236847 | Loss: 0.0100675169915821 | Epoch: 13 | MeanAbsoluteError: 0.0722560584545135 | Loss: 0.0103165860144565 | Epoch: 14 |
MeanAbsoluteError: 0.0818924456834793 | Loss: 0.0105986275638525 | Epoch: 15 | MeanAbsoluteError: 0.0629078373312950 | Loss: 0.0075509873881506 | Epoch: 16 |
MeanAbsoluteError: 0.0669349581003189 | Loss: 0.0071675748241922 | Epoch: 17 | MeanAbsoluteError: 0.0618290454149246 | Loss: 0.0069578931971381 | Epoch: 18 |
MeanAbsoluteError: 0.0751151964068413 | Loss: 0.0098576115515943 | Epoch: 19 | MeanAbsoluteError: 0.0613186359405518 | Loss: 0.0067733345517459 | Epoch: 20 |
MeanAbsoluteError: 0.0663515180349350 | Loss: 0.0080084589202530 | Epoch: 21 | MeanAbsoluteError: 0.0687954425811768 | Loss: 0.0095473083559997 | Epoch: 22 |
MeanAbsoluteError: 0.0773321390151978 | Loss: 0.0092854219703720 | Epoch: 23 | MeanAbsoluteError: 0.0771270319819450 | Loss: 0.0108107581842118 | Epoch: 24 |
MeanAbsoluteError: 0.0718091279268265 | Loss: 0.0080439731783162 | Epoch: 25 | MeanAbsoluteError: 0.0613524466753006 | Loss: 0.0071173546155198 | Epoch: 26 |
MeanAbsoluteError: 0.0573399104177952 | Loss: 0.0063334542971391 | Epoch: 27 | MeanAbsoluteError: 0.0700055509805679 | Loss: 0.0088278031012473 | Epoch: 28 |
MeanAbsoluteError: 0.0640623047947884 | Loss: 0.0081864244913539 | Epoch: 29 | MeanAbsoluteError: 0.0539837591350079 | Loss: 0.0053091593838942 | Epoch: 30 |
MeanAbsoluteError: 0.0624148733913898 | Loss: 0.0069707521918015 | Epoch: 31 | MeanAbsoluteError: 0.0640761926770210 | Loss: 0.0063724293498895 | Epoch: 32 |
MeanAbsoluteError: 0.0668332800269127 | Loss: 0.0085788459087221 | Epoch: 33 | MeanAbsoluteError: 0.0648071467876434 | Loss: 0.0078724879198349 | Epoch: 34 |
MeanAbsoluteError: 0.0666542649269104 | Loss: 0.0089765380208309 | Epoch: 35 | MeanAbsoluteError: 0.0711570233106613 | Loss: 0.0101047093944194 | Epoch: 36 |
MeanAbsoluteError: 0.0832560062408447 | Loss: 0.0106807602748561 | Epoch: 37 | MeanAbsoluteError: 0.0617659762501717 | Loss: 0.0077144893853424 | Epoch: 38 |
MeanAbsoluteError: 0.0603848397731781 | Loss: 0.0082489315492029 | Epoch: 39 | MeanAbsoluteError: 0.0657170787453651 | Loss: 0.0083947160746902 | Epoch: 40 |
MeanAbsoluteError: 0.0593610182404518 | Loss: 0.0072780268607088 | Epoch: 41 | MeanAbsoluteError: 0.0652022287249565 | Loss: 0.0082148000454673 | Epoch: 42 |
MeanAbsoluteError: 0.0627646297216415 | Loss: 0.0075689001868551 | Epoch: 43 | MeanAbsoluteError: 0.0655858963727951 | Loss: 0.0079774127897018 | Epoch: 44 |
MeanAbsoluteError: 0.0690128505229950 | Loss: 0.0082447546749161 | Epoch: 45 | MeanAbsoluteError: 0.0618119798600674 | Loss: 0.0057822479866445 | Epoch: 46 |
MeanAbsoluteError: 0.0705023780465126 | Loss: 0.0082117386493617 | Epoch: 47 | MeanAbsoluteError: 0.0633399486541748 | Loss: 0.0069897700405608 | Epoch: 48 |
MeanAbsoluteError: 0.0697820335626602 | Loss: 0.0099418859642286 | Epoch: 49 | MeanAbsoluteError: 0.0630035400390625 | Loss: 0.0077295498519491 | Epoch: 50 |
MeanAbsoluteError: 0.0680048689246178 | Loss: 0.0091645862334050 | Epoch: 51 | MeanAbsoluteError: 0.0702456980943680 | Loss: 0.0097272736289037 | Epoch: 52 |
MeanAbsoluteError: 0.0706589296460152 | Loss: 0.0084058777720202 | Epoch: 53 | MeanAbsoluteError: 0.0615943185985088 | Loss: 0.0089384379993694 | Epoch: 54 |
MeanAbsoluteError: 0.0630500316619873 | Loss: 0.0070425344613166 | Epoch: 55 | MeanAbsoluteError: 0.0690006911754608 | Loss: 0.0087276098784059 | Epoch: 56 |
MeanAbsoluteError: 0.0559046268463135 | Loss: 0.0064056628056838 | Epoch: 57 | MeanAbsoluteError: 0.0706591755151749 | Loss: 0.0097768523891528 | Epoch: 58 |
MeanAbsoluteError: 0.0682418793439865 | Loss: 0.0077322459434911 | Epoch: 59 | MeanAbsoluteError: 0.0615696385502815 | Loss: 0.0064023870509118 | Epoch: 60 |
MeanAbsoluteError: 0.0786560699343681 | Loss: 0.0117046675071693 | Epoch: 61 | MeanAbsoluteError: 0.0584018267691135 | Loss: 0.0064635155095647 | Epoch: 62 |
MeanAbsoluteError: 0.0628165975213051 | Loss: 0.0067022277463156 | Epoch: 63 | MeanAbsoluteError: 0.0535288155078888 | Loss: 0.0054070224286988 | Epoch: 64 |
MeanAbsoluteError: 0.0583375915884972 | Loss: 0.0067849711765750 | Epoch: 65 | MeanAbsoluteError: 0.0680346041917801 | Loss: 0.0085715753062127 | Epoch: 66 |
MeanAbsoluteError: 0.0646111294627190 | Loss: 0.0074380665945892 | Epoch: 67 | MeanAbsoluteError: 0.0636407658457756 | Loss: 0.0073027254144948 | Epoch: 68 |
MeanAbsoluteError: 0.0707308799028397 | Loss: 0.0092306548478798 | Epoch: 69 | MeanAbsoluteError: 0.0560751445591450 | Loss: 0.0067608992282588 | Epoch: 70 |
MeanAbsoluteError: 0.0701136663556099 | Loss: 0.0083142416193508 | Epoch: 71 | MeanAbsoluteError: 0.0647647902369499 | Loss: 0.0080659033354515 | Epoch: 72 |
MeanAbsoluteError: 0.0507827997207642 | Loss: 0.0045101065591622 | Epoch: 73 | MeanAbsoluteError: 0.0579609386622906 | Loss: 0.0068010390610792 | Epoch: 74 |
MeanAbsoluteError: 0.0696533322334290 | Loss: 0.0091086368327244 | Epoch: 75 | MeanAbsoluteError: 0.0559084713459015 | Loss: 0.0060561009360334 | Epoch: 76 |
MeanAbsoluteError: 0.0692183524370193 | Loss: 0.0108235795588161 | Epoch: 77 | MeanAbsoluteError: 0.0593423359096050 | Loss: 0.0073173083544064 | Epoch: 78 |
MeanAbsoluteError: 0.0678133890032768 | Loss: 0.0070227453879152 | Epoch: 79 | MeanAbsoluteError: 0.0604270659387112 | Loss: 0.0060417440433342 | Epoch: 80 |
MeanAbsoluteError: 0.0586117804050446 | Loss: 0.0059867004613177 | Epoch: 81 | MeanAbsoluteError: 0.0667390525341034 | Loss: 0.0078547348250420 | Epoch: 82 |
MeanAbsoluteError: 0.0638829544186592 | Loss: 0.0083475649947874 | Epoch: 83 | MeanAbsoluteError: 0.0528729707002640 | Loss: 0.0052136133711499 | Epoch: 84 |
MeanAbsoluteError: 0.0609128624200821 | Loss: 0.0076482850037372 | Epoch: 85 | MeanAbsoluteError: 0.0684368386864662 | Loss: 0.0087851436916166 | Epoch: 86 |
MeanAbsoluteError: 0.0734503194689751 | Loss: 0.0096601159132730 | Epoch: 87 | MeanAbsoluteError: 0.0681354403495789 | Loss: 0.0082501356060115 | Epoch: 88 |
MeanAbsoluteError: 0.0493830740451813 | Loss: 0.0047398798096065 | Epoch: 89 | MeanAbsoluteError: 0.0572699494659901 | Loss: 0.0058901847537177 | Epoch: 90 |
MeanAbsoluteError: 0.0622331127524376 | Loss: 0.0086819474370434 | Epoch: 91 | MeanAbsoluteError: 0.0577282793819904 | Loss: 0.0062062093414939 | Epoch: 92 |
MeanAbsoluteError: 0.0612105466425419 | Loss: 0.0062189466642359 | Epoch: 93 | MeanAbsoluteError: 0.0709921419620514 | Loss: 0.0109754472594851 | Epoch: 94 |
MeanAbsoluteError: 0.0606449507176876 | Loss: 0.0087385109733217 | Epoch: 95 | MeanAbsoluteError: 0.0505150929093361 | Loss: 0.0046290151725631 | Epoch: 96 |
MeanAbsoluteError: 0.0539205446839333 | Loss: 0.0073986137017178 | Epoch: 97 | MeanAbsoluteError: 0.0784206166863441 | Loss: 0.0106560549913691 | Epoch: 98 |
MeanAbsoluteError: 0.0485214181244373 | Loss: 0.0044869695154305 | Epoch: 99 | MeanAbsoluteError: 0.0581676103174686 | Loss: 0.0067219713416237 | Epoch: 100 |
MeanAbsoluteError: 0.0621945485472679 | Loss: 0.0093873145434862 | Epoch: 101 | MeanAbsoluteError: 0.0546179153025150 | Loss: 0.0071760267377473 | Epoch: 102 |
MeanAbsoluteError: 0.0651561096310616 | Loss: 0.0079482584349954 | Epoch: 103 | MeanAbsoluteError: 0.0591971538960934 | Loss: 0.0063113694688162 | Epoch: 104 |
MeanAbsoluteError: 0.0676085948944092 | Loss: 0.0104056000172232 | Epoch: 105 | MeanAbsoluteError: 0.0624341852962971 | Loss: 0.0076865756060355 | Epoch: 106 |
MeanAbsoluteError: 0.0454358756542206 | Loss: 0.0050972095878723 | Epoch: 107 | MeanAbsoluteError: 0.0485964976251125 | Loss: 0.0050770252217682 | Epoch: 108 |
MeanAbsoluteError: 0.0666709393262863 | Loss: 0.0084688071555530 | Epoch: 109 | MeanAbsoluteError: 0.0527016893029213 | Loss: 0.0066421621662672 | Epoch: 110 |
MeanAbsoluteError: 0.0547427386045456 | Loss: 0.0078699588238333 | Epoch: 111 | MeanAbsoluteError: 0.0458312667906284 | Loss: 0.0057629656467515 | Epoch: 112 |
MeanAbsoluteError: 0.0698763057589531 | Loss: 0.0098522913221341 | Epoch: 113 | MeanAbsoluteError: 0.0526641309261322 | Loss: 0.0073285429523541 | Epoch: 114 |
MeanAbsoluteError: 0.0660217255353928 | Loss: 0.0078132123005791 | Epoch: 115 | MeanAbsoluteError: 0.0546588711440563 | Loss: 0.0070991210209636 | Epoch: 116 |
MeanAbsoluteError: 0.0677618533372879 | Loss: 0.0080614539687164 | Epoch: 117 | MeanAbsoluteError: 0.0762702822685242 | Loss: 0.0103523537265853 | Epoch: 118 |
MeanAbsoluteError: 0.0617055930197239 | Loss: 0.0091148895936875 | Epoch: 119 | MeanAbsoluteError: 0.0444798246026039 | Loss: 0.0040319842787889 | Epoch: 120 |
MeanAbsoluteError: 0.0531220324337482 | Loss: 0.0057402588415873 | Epoch: 121 | MeanAbsoluteError: 0.0594215430319309 | Loss: 0.0081256164076666 | Epoch: 122 |
MeanAbsoluteError: 0.0642738640308380 | Loss: 0.0089899015594990 | Epoch: 123 | MeanAbsoluteError: 0.0596221834421158 | Loss: 0.0075925287539856 | Epoch: 124 |
MeanAbsoluteError: 0.0463717132806778 | Loss: 0.0044699984942921 | Epoch: 125 | MeanAbsoluteError: 0.0634471103549004 | Loss: 0.0076092549492247 | Epoch: 126 |
MeanAbsoluteError: 0.0587493628263474 | Loss: 0.0090625123120844 | Epoch: 127 | MeanAbsoluteError: 0.0574749745428562 | Loss: 0.0077728753676638 | Epoch: 128 |
MeanAbsoluteError: 0.0512195192277431 | Loss: 0.0052919355624069 | Epoch: 129 | MeanAbsoluteError: 0.0544948391616344 | Loss: 0.0059775251205652 | Epoch: 130 |
MeanAbsoluteError: 0.0605409704148769 | Loss: 0.0071401181630790 | Epoch: 131 | MeanAbsoluteError: 0.0491442233324051 | Loss: 0.0052664549439214 | Epoch: 132 |
MeanAbsoluteError: 0.0697740018367767 | Loss: 0.0088925149757415 | Epoch: 133 | MeanAbsoluteError: 0.0496185831725597 | Loss: 0.0054818421664934 | Epoch: 134 |
MeanAbsoluteError: 0.0606070011854172 | Loss: 0.0085087748638426 | Epoch: 135 | MeanAbsoluteError: 0.0693370029330254 | Loss: 0.0098103206210698 | Epoch: 136 |
MeanAbsoluteError: 0.0557470209896564 | Loss: 0.0076378000712094 | Epoch: 137 | MeanAbsoluteError: 0.0617778524756432 | Loss: 0.0091340900980867 | Epoch: 138 |
MeanAbsoluteError: 0.0530001595616341 | Loss: 0.0067366497644868 | Epoch: 139 | MeanAbsoluteError: 0.0576068721711636 | Loss: 0.0062904597009317 | Epoch: 140 |
MeanAbsoluteError: 0.0554134137928486 | Loss: 0.0050486571406229 | Epoch: 141 | MeanAbsoluteError: 0.0582154169678688 | Loss: 0.0073206364804019 | Epoch: 142 |
MeanAbsoluteError: 0.0617595613002777 | Loss: 0.0080126418391816 | Epoch: 143 | MeanAbsoluteError: 0.0523391850292683 | Loss: 0.0054652053804602 | Epoch: 144 |
MeanAbsoluteError: 0.0576252043247223 | Loss: 0.0067443104299645 | Epoch: 145 | MeanAbsoluteError: 0.0547550171613693 | Loss: 0.0063412425358995 | Epoch: 146 |
MeanAbsoluteError: 0.0529801957309246 | Loss: 0.0057318464073782 | Epoch: 147 | MeanAbsoluteError: 0.0648513957858086 | Loss: 0.0101379164575169 | Epoch: 148 |
MeanAbsoluteError: 0.0556635186076164 | Loss: 0.0078285316032214 | Epoch: 149 | MeanAbsoluteError: 0.0604388900101185 | Loss: 0.0071302779699461 | Epoch: 150 |
MeanAbsoluteError: 0.0509907193481922 | Loss: 0.0064202406121275 | Epoch: 151 | MeanAbsoluteError: 0.0605017952620983 | Loss: 0.0072964496570281 | Epoch: 152 |
MeanAbsoluteError: 0.0557976141571999 | Loss: 0.0071903436193959 | Epoch: 153 | MeanAbsoluteError: 0.0451186262071133 | Loss: 0.0043828652974648 | Epoch: 154 |
MeanAbsoluteError: 0.0589866079390049 | Loss: 0.0073176596331625 | Epoch: 155 | MeanAbsoluteError: 0.0498058609664440 | Loss: 0.0044265147835876 | Epoch: 156 |
MeanAbsoluteError: 0.0500610694289207 | Loss: 0.0057274116910636 | Epoch: 157 | MeanAbsoluteError: 0.0578924790024757 | Loss: 0.0070981555260145 | Epoch: 158 |
MeanAbsoluteError: 0.0581887625157833 | Loss: 0.0082233631446098 | Epoch: 159 | MeanAbsoluteError: 0.0577226169407368 | Loss: 0.0068361365343802 | Epoch: 160 |
MeanAbsoluteError: 0.0655587688088417 | Loss: 0.0090491244067939 | Epoch: 161 | MeanAbsoluteError: 0.0562661141157150 | Loss: 0.0068999080629930 | Epoch: 162 |
MeanAbsoluteError: 0.0539579428732395 | Loss: 0.0058281296291030 | Epoch: 163 | MeanAbsoluteError: 0.0531446710228920 | Loss: 0.0056307544045222 | Epoch: 164 |
MeanAbsoluteError: 0.0472165234386921 | Loss: 0.0040199885574671 | Epoch: 165 | MeanAbsoluteError: 0.0568644702434540 | Loss: 0.0057435796076718 | Epoch: 166 |
MeanAbsoluteError: 0.0567265450954437 | Loss: 0.0085076527634206 | Epoch: 167 | MeanAbsoluteError: 0.0710207298398018 | Loss: 0.0102570988193083 | Epoch: 168 |
MeanAbsoluteError: 0.0655366852879524 | Loss: 0.0089176510138294 | Epoch: 169 | MeanAbsoluteError: 0.0601331479847431 | Loss: 0.0071742431833767 | Epoch: 170 |
MeanAbsoluteError: 0.0565233714878559 | Loss: 0.0076024002091099 | Epoch: 171 | MeanAbsoluteError: 0.0530958138406277 | Loss: 0.0062768047120279 | Epoch: 172 |
MeanAbsoluteError: 0.0642050355672836 | Loss: 0.0092392557461818 | Epoch: 173 | MeanAbsoluteError: 0.0584961026906967 | Loss: 0.0058836199773046 | Epoch: 174 |
MeanAbsoluteError: 0.0630785748362541 | Loss: 0.0080914592343526 | Epoch: 175 | MeanAbsoluteError: 0.0747937560081482 | Loss: 0.0105462714743156 | Epoch: 176 |
MeanAbsoluteError: 0.0575501024723053 | Loss: 0.0076192394615366 | Epoch: 177 | MeanAbsoluteError: 0.0582688003778458 | Loss: 0.0057276208490993 | Epoch: 178 |
MeanAbsoluteError: 0.0648411065340042 | Loss: 0.0095820181573240 | Epoch: 179 | MeanAbsoluteError: 0.0508357100188732 | Loss: 0.0060943401812647 | Epoch: 180 |
MeanAbsoluteError: 0.0470551289618015 | Loss: 0.0049145281932747 | Epoch: 181 | MeanAbsoluteError: 0.0570837371051311 | Loss: 0.0075251042144373 | Epoch: 182 |
MeanAbsoluteError: 0.0590297840535641 | Loss: 0.0073386507037167 | Epoch: 183 | MeanAbsoluteError: 0.0459917336702347 | Loss: 0.0044231302498911 | Epoch: 184 |
MeanAbsoluteError: 0.0554594099521637 | Loss: 0.0077036757675859 | Epoch: 185 | MeanAbsoluteError: 0.0540508665144444 | Loss: 0.0082310874444934 | Epoch: 186 |
MeanAbsoluteError: 0.0571001805365086 | Loss: 0.0083645958757888 | Epoch: 187 | MeanAbsoluteError: 0.0576010122895241 | Loss: 0.0064072902045714 | Epoch: 188 |
MeanAbsoluteError: 0.0510868653655052 | Loss: 0.0071918462412074 | Epoch: 189 | MeanAbsoluteError: 0.0491816475987434 | Loss: 0.0052853475857634 | Epoch: 190 |
MeanAbsoluteError: 0.0552592910826206 | Loss: 0.0076937429571094 | Epoch: 191 | MeanAbsoluteError: 0.0652271881699562 | Loss: 0.0085445723066536 | Epoch: 192 |
MeanAbsoluteError: 0.0573950335383415 | Loss: 0.0074705811298022 | Epoch: 193 | MeanAbsoluteError: 0.0525457821786404 | Loss: 0.0052819058585625 | Epoch: 194 |
MeanAbsoluteError: 0.0637385919690132 | Loss: 0.0089423751565986 | Epoch: 195 | MeanAbsoluteError: 0.0621828138828278 | Loss: 0.0080446264115520 | Epoch: 196 |
MeanAbsoluteError: 0.0668711364269257 | Loss: 0.0094538261093056 | Epoch: 197 | MeanAbsoluteError: 0.0544425956904888 | Loss: 0.0073158619119428 | Epoch: 198 |
MeanAbsoluteError: 0.0518801398575306 | Loss: 0.0051131541258655 | Epoch: 199 | MeanAbsoluteError: 0.0581603534519672 | Loss: 0.0080036634373335 | Epoch: 200 |
MeanAbsoluteError: 0.0528272949159145 | Loss: 0.0054203358640035 | Epoch: 201 | MeanAbsoluteError: 0.0623189657926559 | Loss: 0.0085625981804557 | Epoch: 202 |
MeanAbsoluteError: 0.0665741711854935 | Loss: 0.0096596153542543 | Epoch: 203 | MeanAbsoluteError: 0.0588388629257679 | Loss: 0.0070134257861915 | Epoch: 204 |
MeanAbsoluteError: 0.0521865040063858 | Loss: 0.0064430783878869 | Epoch: 205 | MeanAbsoluteError: 0.0577110238373280 | Loss: 0.0087991928090700 | Epoch: 206 |
MeanAbsoluteError: 0.0596932359039783 | Loss: 0.0080662838702735 | Epoch: 207 | MeanAbsoluteError: 0.0502521134912968 | Loss: 0.0064236160072211 | Epoch: 208 |
MeanAbsoluteError: 0.0694956034421921 | Loss: 0.0101866935236523 | Epoch: 209 | MeanAbsoluteError: 0.0490633100271225 | Loss: 0.0068002084556680 | Epoch: 210 |
MeanAbsoluteError: 0.0494897179305553 | Loss: 0.0059542137269790 | Epoch: 211 | MeanAbsoluteError: 0.0518540814518929 | Loss: 0.0067431628972722 | Epoch: 212 |
MeanAbsoluteError: 0.0645281672477722 | Loss: 0.0098363255920748 | Epoch: 213 | MeanAbsoluteError: 0.0498803555965424 | Loss: 0.0047947534610732 | Epoch: 214 |
MeanAbsoluteError: 0.0534256696701050 | Loss: 0.0066781547043670 | Epoch: 215 | MeanAbsoluteError: 0.0576695948839188 | Loss: 0.0066426375325626 | Epoch: 216 |
MeanAbsoluteError: 0.0636638253927231 | Loss: 0.0092967670464602 | Epoch: 217 | MeanAbsoluteError: 0.0731270313262939 | Loss: 0.0102826469094278 | Epoch: 218 |
MeanAbsoluteError: 0.0717559009790421 | Loss: 0.0110538774617733 | Epoch: 219 | MeanAbsoluteError: 0.0523790977895260 | Loss: 0.0056376980635552 | Epoch: 220 |
MeanAbsoluteError: 0.0652142018079758 | Loss: 0.0088677995909865 | Epoch: 221 | MeanAbsoluteError: 0.0758368521928787 | Loss: 0.0099349946965678 | Epoch: 222 |
MeanAbsoluteError: 0.0554857254028320 | Loss: 0.0052060993128599 | Epoch: 223 | MeanAbsoluteError: 0.0649882182478905 | Loss: 0.0075567372931311 | Epoch: 224 |
MeanAbsoluteError: 0.0553612522780895 | Loss: 0.0061959373639323 | Epoch: 225 | MeanAbsoluteError: 0.0542000718414783 | Loss: 0.0066479889210314 | Epoch: 226 |
MeanAbsoluteError: 0.0745222643017769 | Loss: 0.0129887371485193 | Epoch: 227 | MeanAbsoluteError: 0.0597912371158600 | Loss: 0.0072799518328303 | Epoch: 228 |
MeanAbsoluteError: 0.0568351075053215 | Loss: 0.0073156528927099 | Early stopping at epoch 227
= type(fun_control["metric_torch"]).__name__
metric_name print(f"loss: {df_eval}, Cross-validated {metric_name}: {df_metrics}")
loss: 0.005507583225754878, Cross-validated MeanAbsoluteError: 0.04974936693906784
= "./figures/" + experiment_name
filename =filename) spot_tuner.plot_important_hyperparameter_contour(filename
patience: 100.0
optimizer: 3.0605820382321167
spot_tuner.parallel_plot()
Parallel coordinates plots
This tutorial presents the hyperparameter tuning open source software spotPython
for PyTorch
. Some of the advantages of spotPython
are:
tensorboard
.Currently, only rudimentary parallel and distributed neural network training is possible, but these capabilities will be extended in the future. The next version of spotPython
will also include a more detailed documentation and more examples.
Important: This tutorial does not present a complete benchmarking study (Bartz-Beielstein et al. 2020). The results are only preliminary and highly dependent on the local configuration (hard- and software). Our goal is to provide a first impression of the performance of the hyperparameter tuning package spotPython
. The results should be interpreted with care.